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2768 lines
135 KiB
2768 lines
135 KiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "7768064b",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"총 프레임 수: 385\n",
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"\n",
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"0: 384x640 2 faces, 2.6ms\n",
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"Speed: 0.6ms preprocess, 2.6ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
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"\n",
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"0: 384x640 2 faces, 2.1ms\n",
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"Speed: 0.5ms preprocess, 2.1ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
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"\n",
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"0: 384x640 2 faces, 1.9ms\n",
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
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"\n",
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"0: 384x640 2 faces, 1.9ms\n",
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"Speed: 0.5ms preprocess, 1.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640)\n",
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"\n",
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"0: 384x640 2 faces, 4.0ms\n",
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"Speed: 2.1ms preprocess, 4.0ms inference, 36.3ms postprocess per image at shape (1, 3, 384, 640)\n",
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"\n",
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"0: 384x640 2 faces, 4.1ms\n",
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"Speed: 1.6ms preprocess, 4.1ms inference, 19.8ms postprocess per image at shape (1, 3, 384, 640)\n",
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"\n",
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"0: 384x640 2 faces, 2.2ms\n",
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"Speed: 0.6ms preprocess, 2.2ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640)\n",
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"\n",
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"0: 384x640 2 faces, 4.5ms\n",
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"Speed: 0.7ms preprocess, 4.5ms inference, 3.5ms postprocess per image at shape (1, 3, 384, 640)\n",
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"\n",
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"0: 384x640 2 faces, 2.7ms\n",
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"Speed: 0.6ms preprocess, 2.7ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
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"\n",
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"0: 384x640 2 faces, 1.9ms\n",
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"Speed: 0.6ms preprocess, 1.9ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640)\n",
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"\n",
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"0: 384x640 2 faces, 1.9ms\n",
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
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"\n",
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"0: 384x640 2 faces, 1.9ms\n",
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
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"\n",
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 4.0ms\n",
|
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"Speed: 1.5ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 4.0ms\n",
|
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"Speed: 1.3ms preprocess, 4.0ms inference, 7.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 4.1ms\n",
|
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"Speed: 2.7ms preprocess, 4.1ms inference, 13.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 2.1ms\n",
|
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"Speed: 0.9ms preprocess, 2.1ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 2.2ms\n",
|
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"Speed: 0.6ms preprocess, 2.2ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
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"Speed: 0.5ms preprocess, 2.0ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 2.4ms\n",
|
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"Speed: 0.5ms preprocess, 2.4ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.8ms\n",
|
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"Speed: 0.5ms preprocess, 1.8ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 2.0ms\n",
|
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"Speed: 0.5ms preprocess, 2.0ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
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"Speed: 1.6ms preprocess, 4.1ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 4.1ms\n",
|
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"Speed: 1.4ms preprocess, 4.1ms inference, 7.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 4.1ms\n",
|
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"Speed: 0.6ms preprocess, 4.1ms inference, 6.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.3ms\n",
|
|
"Speed: 0.8ms preprocess, 2.3ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 4.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 2.0ms\n",
|
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"Speed: 0.5ms preprocess, 2.0ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 2.0ms\n",
|
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"Speed: 0.5ms preprocess, 2.0ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.4ms preprocess, 4.0ms inference, 35.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.4ms preprocess, 4.0ms inference, 18.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 0.6ms preprocess, 2.2ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 2.4ms\n",
|
|
"Speed: 0.7ms preprocess, 2.4ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 0.7ms preprocess, 2.2ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.6ms preprocess, 1.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.0ms preprocess, 4.0ms inference, 35.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.4ms preprocess, 4.0ms inference, 19.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 9.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.0ms preprocess, 4.0ms inference, 11.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.6ms preprocess, 1.9ms inference, 3.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.8ms\n",
|
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"Speed: 0.5ms preprocess, 1.8ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.5ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.5ms preprocess, 4.1ms inference, 7.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 2.0ms\n",
|
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"Speed: 0.5ms preprocess, 2.0ms inference, 8.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 2.3ms\n",
|
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"Speed: 0.8ms preprocess, 2.3ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 2.3ms\n",
|
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"Speed: 0.6ms preprocess, 2.3ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 2.0ms\n",
|
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"Speed: 0.6ms preprocess, 2.0ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
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"Speed: 1.0ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
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"Speed: 1.5ms preprocess, 4.1ms inference, 20.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.5ms preprocess, 4.1ms inference, 17.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 3.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
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"Speed: 1.5ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
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"Speed: 1.5ms preprocess, 4.1ms inference, 5.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
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"Speed: 0.5ms preprocess, 4.0ms inference, 8.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.3ms\n",
|
|
"Speed: 0.6ms preprocess, 2.3ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.7ms preprocess, 2.1ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
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"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
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"\n",
|
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"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.6ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.5ms preprocess, 4.1ms inference, 18.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.5ms preprocess, 4.0ms inference, 9.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.6ms preprocess, 2.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.6ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.6ms preprocess, 4.0ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.3ms preprocess, 4.1ms inference, 18.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 5.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.6ms preprocess, 1.9ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.3ms\n",
|
|
"Speed: 0.7ms preprocess, 2.3ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.3ms\n",
|
|
"Speed: 0.6ms preprocess, 2.3ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.8ms preprocess, 4.1ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.4ms preprocess, 4.0ms inference, 20.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 1.7ms preprocess, 2.1ms inference, 5.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.3ms\n",
|
|
"Speed: 0.7ms preprocess, 2.3ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.8ms preprocess, 4.1ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.4ms preprocess, 4.1ms inference, 18.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.7ms\n",
|
|
"Speed: 1.7ms preprocess, 2.7ms inference, 4.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.5ms preprocess, 2.1ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 0.6ms preprocess, 2.2ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.2ms\n",
|
|
"Speed: 0.9ms preprocess, 3.2ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.6ms preprocess, 4.1ms inference, 36.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.3ms preprocess, 4.0ms inference, 22.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 15.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.5ms\n",
|
|
"Speed: 0.6ms preprocess, 2.5ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.5ms\n",
|
|
"Speed: 0.9ms preprocess, 2.5ms inference, 4.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.9ms preprocess, 2.0ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.3ms preprocess, 4.0ms inference, 36.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.2ms\n",
|
|
"Speed: 1.2ms preprocess, 4.2ms inference, 19.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.9ms\n",
|
|
"Speed: 0.5ms preprocess, 2.9ms inference, 5.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 0.9ms preprocess, 2.2ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.3ms\n",
|
|
"Speed: 0.6ms preprocess, 2.3ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.6ms\n",
|
|
"Speed: 0.7ms preprocess, 2.6ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 34.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.3ms\n",
|
|
"Speed: 1.5ms preprocess, 4.3ms inference, 26.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.3ms\n",
|
|
"Speed: 0.6ms preprocess, 4.3ms inference, 7.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.3ms\n",
|
|
"Speed: 0.8ms preprocess, 2.3ms inference, 3.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.3ms\n",
|
|
"Speed: 0.6ms preprocess, 2.3ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.6ms preprocess, 4.0ms inference, 35.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.3ms preprocess, 4.1ms inference, 19.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.6ms preprocess, 4.1ms inference, 6.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.4ms\n",
|
|
"Speed: 0.6ms preprocess, 2.4ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.9ms preprocess, 2.1ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.6ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 20.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.3ms\n",
|
|
"Speed: 1.6ms preprocess, 4.3ms inference, 35.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 3.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.7ms preprocess, 2.1ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 0.6ms preprocess, 2.2ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.5ms preprocess, 2.1ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.6ms preprocess, 2.0ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.0ms preprocess, 4.1ms inference, 35.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.2ms preprocess, 4.1ms inference, 18.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.7ms preprocess, 4.1ms inference, 15.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.6ms\n",
|
|
"Speed: 1.0ms preprocess, 2.6ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.7ms preprocess, 2.1ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.5ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.4ms preprocess, 4.1ms inference, 7.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.5ms preprocess, 4.1ms inference, 10.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.3ms\n",
|
|
"Speed: 0.8ms preprocess, 3.3ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.3ms\n",
|
|
"Speed: 1.1ms preprocess, 2.3ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 0.5ms preprocess, 2.2ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.6ms preprocess, 4.1ms inference, 35.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.4ms preprocess, 4.1ms inference, 21.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.6ms preprocess, 4.1ms inference, 14.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.3ms\n",
|
|
"Speed: 0.6ms preprocess, 2.3ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.4ms\n",
|
|
"Speed: 0.5ms preprocess, 2.4ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.7ms preprocess, 1.9ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.2ms\n",
|
|
"Speed: 0.8ms preprocess, 4.2ms inference, 35.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.5ms preprocess, 4.1ms inference, 21.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 0.6ms preprocess, 2.2ms inference, 14.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 0.7ms preprocess, 2.2ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.7ms preprocess, 1.9ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 0.5ms preprocess, 2.2ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.5ms\n",
|
|
"Speed: 0.5ms preprocess, 2.5ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.5ms\n",
|
|
"Speed: 0.5ms preprocess, 2.5ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.5ms preprocess, 2.1ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.3ms preprocess, 4.0ms inference, 36.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.4ms preprocess, 4.0ms inference, 19.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 0.6ms preprocess, 2.2ms inference, 12.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.9ms\n",
|
|
"Speed: 1.0ms preprocess, 2.9ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 25.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.4ms preprocess, 4.0ms inference, 34.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.6ms preprocess, 1.9ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.4ms\n",
|
|
"Speed: 1.2ms preprocess, 2.4ms inference, 4.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.5ms preprocess, 2.1ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.6ms preprocess, 1.9ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.2ms preprocess, 4.1ms inference, 36.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.4ms preprocess, 4.0ms inference, 19.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.4ms\n",
|
|
"Speed: 0.5ms preprocess, 3.4ms inference, 6.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.3ms\n",
|
|
"Speed: 0.5ms preprocess, 2.3ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.7ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.1ms preprocess, 4.0ms inference, 20.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 1.2ms preprocess, 1.9ms inference, 4.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 5.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.5ms preprocess, 4.1ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.1ms preprocess, 4.0ms inference, 3.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.6ms\n",
|
|
"Speed: 0.5ms preprocess, 2.6ms inference, 19.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.4ms preprocess, 4.1ms inference, 7.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 3.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.6ms preprocess, 1.9ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.4ms preprocess, 1.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.8ms\n",
|
|
"Speed: 0.5ms preprocess, 1.8ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.5ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.3ms preprocess, 4.0ms inference, 16.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.5ms preprocess, 4.1ms inference, 19.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.8ms\n",
|
|
"Speed: 1.5ms preprocess, 3.8ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 4.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.4ms preprocess, 1.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.6ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.2ms preprocess, 4.0ms inference, 25.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.5ms preprocess, 4.0ms inference, 7.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 0.7ms preprocess, 2.2ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.6ms preprocess, 1.9ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.0ms preprocess, 4.1ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.3ms preprocess, 4.0ms inference, 27.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.6ms preprocess, 4.1ms inference, 18.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.6ms preprocess, 1.9ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.4ms\n",
|
|
"Speed: 0.5ms preprocess, 2.4ms inference, 3.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.6ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.5ms preprocess, 4.0ms inference, 14.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.5ms preprocess, 4.0ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.3ms preprocess, 4.0ms inference, 27.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.0ms\n",
|
|
"Speed: 0.6ms preprocess, 3.0ms inference, 5.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.7ms preprocess, 1.9ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.0ms preprocess, 4.1ms inference, 34.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.2ms preprocess, 4.0ms inference, 27.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 2.1ms preprocess, 2.2ms inference, 6.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.3ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.4ms preprocess, 4.0ms inference, 10.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 11.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.6ms preprocess, 1.9ms inference, 3.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.8ms\n",
|
|
"Speed: 0.5ms preprocess, 1.8ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 1.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 1.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.1ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.4ms preprocess, 4.0ms inference, 26.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 1.6ms preprocess, 2.0ms inference, 6.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 2.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 1.9ms\n",
|
|
"Speed: 0.5ms preprocess, 1.9ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 0.5ms preprocess, 2.2ms inference, 5.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"얼굴 크롭 이미지 저장 완료: /home/cuuva/다운로드/face_dataset/, 총 770장\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import cv2\n",
|
|
"from ultralytics import YOLO\n",
|
|
"import os\n",
|
|
"\n",
|
|
"# -----------------------\n",
|
|
"# 1. 설정\n",
|
|
"# -----------------------\n",
|
|
"VIDEO_PATH = \"/home/cuuva/다운로드/face_recog.MOV\"\n",
|
|
"YOLO_MODEL_PATH = \"/home/cuuva/experiment/yolov8n-face.pt\"\n",
|
|
"OUTPUT_DIR = \"/home/cuuva/다운로드/face_dataset/\"\n",
|
|
"\n",
|
|
"os.makedirs(OUTPUT_DIR, exist_ok=True)\n",
|
|
"\n",
|
|
"# -----------------------\n",
|
|
"# 2. YOLO 모델 로드\n",
|
|
"# -----------------------\n",
|
|
"yolo = YOLO(YOLO_MODEL_PATH)\n",
|
|
"\n",
|
|
"# -----------------------\n",
|
|
"# 3. 영상 열기\n",
|
|
"# -----------------------\n",
|
|
"cap = cv2.VideoCapture(VIDEO_PATH)\n",
|
|
"frame_count = int(cap.get(cv2.CAP_PROP_FRAME_COUNT))\n",
|
|
"print(\"총 프레임 수:\", frame_count)\n",
|
|
"\n",
|
|
"save_idx = 0\n",
|
|
"while True:\n",
|
|
" ret, frame = cap.read()\n",
|
|
" if not ret:\n",
|
|
" break\n",
|
|
"\n",
|
|
" # 1) 얼굴 탐지\n",
|
|
" results = yolo.predict(frame)\n",
|
|
" \n",
|
|
" if len(results) > 0:\n",
|
|
" boxes = results[0].boxes.xyxy.cpu().numpy() # (x1,y1,x2,y2)\n",
|
|
" for box in boxes:\n",
|
|
" x1, y1, x2, y2 = map(int, box)\n",
|
|
" \n",
|
|
" # 2) 얼굴 크롭\n",
|
|
" face_crop = frame[y1:y2, x1:x2]\n",
|
|
" \n",
|
|
" # 3) 이미지 저장\n",
|
|
" save_path = os.path.join(OUTPUT_DIR, f\"face_{save_idx:05d}.jpg\")\n",
|
|
" cv2.imwrite(save_path, face_crop)\n",
|
|
" save_idx += 1\n",
|
|
"\n",
|
|
"cap.release()\n",
|
|
"print(f\"얼굴 크롭 이미지 저장 완료: {OUTPUT_DIR}, 총 {save_idx}장\")\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "ead9fd78",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"모든 이미지 128x128 변환 완료! 저장 폴더: /home/cuuva/다운로드/face_dataset_128/\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import cv2\n",
|
|
"import os\n",
|
|
"\n",
|
|
"# -----------------------\n",
|
|
"# 1. 설정\n",
|
|
"# -----------------------\n",
|
|
"INPUT_DIR = \"/home/cuuva/다운로드/face_dataset/\"\n",
|
|
"OUTPUT_DIR = \"/home/cuuva/다운로드/face_dataset_128/\"\n",
|
|
"\n",
|
|
"os.makedirs(OUTPUT_DIR, exist_ok=True)\n",
|
|
"\n",
|
|
"# -----------------------\n",
|
|
"# 2. 이미지 읽어서 128x128로 변환 후 저장\n",
|
|
"# -----------------------\n",
|
|
"for fname in os.listdir(INPUT_DIR):\n",
|
|
" if not fname.lower().endswith((\".jpg\", \".png\")):\n",
|
|
" continue\n",
|
|
" \n",
|
|
" img_path = os.path.join(INPUT_DIR, fname)\n",
|
|
" img = cv2.imread(img_path)\n",
|
|
" if img is None:\n",
|
|
" continue\n",
|
|
"\n",
|
|
" # 128x128로 resize\n",
|
|
" img_resized = cv2.resize(img, (128, 128), interpolation=cv2.INTER_LINEAR)\n",
|
|
"\n",
|
|
" # 저장\n",
|
|
" save_path = os.path.join(OUTPUT_DIR, fname)\n",
|
|
" cv2.imwrite(save_path, img_resized)\n",
|
|
"\n",
|
|
"print(f\"모든 이미지 128x128 변환 완료! 저장 폴더: {OUTPUT_DIR}\")\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "fb1762a3",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.9ms\n",
|
|
"Speed: 0.9ms preprocess, 3.9ms inference, 1.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 2.2ms preprocess, 6.4ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.3ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.3ms preprocess, 4.1ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.8ms\n",
|
|
"Speed: 1.0ms preprocess, 4.8ms inference, 33.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.4ms preprocess, 6.3ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.4ms\n",
|
|
"Speed: 0.7ms preprocess, 5.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.5ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 3.3ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.3ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.4ms preprocess, 6.3ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.4ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.6ms\n",
|
|
"Speed: 0.7ms preprocess, 2.6ms inference, 33.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 10.9ms\n",
|
|
"Speed: 2.7ms preprocess, 10.9ms inference, 34.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.0ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.4ms preprocess, 4.1ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.7ms preprocess, 4.1ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.3ms\n",
|
|
"Speed: 0.8ms preprocess, 4.3ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.3ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.2ms preprocess, 4.1ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.3ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 8.4ms\n",
|
|
"Speed: 2.3ms preprocess, 8.4ms inference, 36.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 3.7ms preprocess, 2.1ms inference, 3.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.5ms preprocess, 2.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.4ms preprocess, 4.1ms inference, 34.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.6ms\n",
|
|
"Speed: 0.7ms preprocess, 2.6ms inference, 29.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.6ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.9ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.5ms preprocess, 6.3ms inference, 36.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 21.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.0ms preprocess, 4.1ms inference, 10.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 8.1ms\n",
|
|
"Speed: 0.7ms preprocess, 8.1ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.2ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.0ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 2.3ms preprocess, 6.4ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.4ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.3ms\n",
|
|
"Speed: 0.6ms preprocess, 2.3ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.6ms preprocess, 2.0ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.4ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.2ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.4ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 2.5ms preprocess, 6.4ms inference, 36.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 8.4ms\n",
|
|
"Speed: 2.1ms preprocess, 8.4ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.4ms\n",
|
|
"Speed: 0.7ms preprocess, 5.4ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 8.4ms\n",
|
|
"Speed: 1.7ms preprocess, 8.4ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 11.3ms\n",
|
|
"Speed: 2.0ms preprocess, 11.3ms inference, 33.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.2ms\n",
|
|
"Speed: 0.9ms preprocess, 6.2ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.5ms preprocess, 6.3ms inference, 17.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 5.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"자동 계산된 cosine similarity threshold: 0.8727427363395691\n",
|
|
"총 프레임 수: 385\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.9ms preprocess, 4.0ms inference, 7.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.1ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 2.3ms preprocess, 6.4ms inference, 36.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.5ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 1.7ms preprocess, 6.4ms inference, 10.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.4ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.0ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.6ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.7ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.2ms preprocess, 4.0ms inference, 20.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 0.9ms preprocess, 6.3ms inference, 29.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 0.6ms preprocess, 2.2ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 4.4ms preprocess, 6.3ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.6ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.9ms preprocess, 4.0ms inference, 27.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.2ms preprocess, 6.3ms inference, 31.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.2ms\n",
|
|
"Speed: 0.8ms preprocess, 4.2ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.6ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.6ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.5ms preprocess, 6.3ms inference, 30.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.5ms\n",
|
|
"Speed: 0.6ms preprocess, 3.5ms inference, 4.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.3ms preprocess, 4.1ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.8ms preprocess, 4.0ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.3ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.3ms preprocess, 6.3ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.2ms\n",
|
|
"Speed: 0.6ms preprocess, 5.2ms inference, 2.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.0ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.3ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.1ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.9ms preprocess, 4.1ms inference, 29.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.7ms preprocess, 4.0ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.7ms preprocess, 4.1ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 2.2ms preprocess, 6.4ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.9ms preprocess, 4.0ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.7ms preprocess, 4.0ms inference, 13.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.5ms preprocess, 6.3ms inference, 31.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.5ms\n",
|
|
"Speed: 0.8ms preprocess, 3.5ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.9ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.4ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.4ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.3ms preprocess, 4.0ms inference, 34.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.9ms\n",
|
|
"Speed: 0.7ms preprocess, 2.9ms inference, 11.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 8.5ms\n",
|
|
"Speed: 1.2ms preprocess, 8.5ms inference, 12.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.4ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.4ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.2ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.2ms preprocess, 4.0ms inference, 33.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.8ms preprocess, 4.0ms inference, 31.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.7ms\n",
|
|
"Speed: 0.6ms preprocess, 2.7ms inference, 33.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.0ms preprocess, 6.3ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.7ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.1ms preprocess, 6.3ms inference, 25.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.7ms preprocess, 6.3ms inference, 33.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.4ms preprocess, 4.0ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.4ms preprocess, 6.3ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.6ms preprocess, 6.3ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.4ms preprocess, 6.3ms inference, 11.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.2ms preprocess, 6.3ms inference, 31.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.1ms\n",
|
|
"Speed: 0.6ms preprocess, 3.1ms inference, 0.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.2ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 8.4ms\n",
|
|
"Speed: 1.7ms preprocess, 8.4ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.3ms preprocess, 4.1ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 8.4ms\n",
|
|
"Speed: 2.5ms preprocess, 8.4ms inference, 17.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.4ms preprocess, 4.1ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.5ms\n",
|
|
"Speed: 0.7ms preprocess, 2.5ms inference, 33.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.6ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.9ms preprocess, 4.1ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.8ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.7ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.4ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.8ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.9ms preprocess, 6.3ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.2ms\n",
|
|
"Speed: 1.2ms preprocess, 5.2ms inference, 12.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.3ms preprocess, 4.0ms inference, 34.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.9ms preprocess, 4.0ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 2.1ms preprocess, 6.4ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.0ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.6ms preprocess, 6.3ms inference, 22.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 1.9ms preprocess, 6.4ms inference, 33.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.5ms\n",
|
|
"Speed: 0.8ms preprocess, 3.5ms inference, 17.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 3.1ms preprocess, 6.3ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.8ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.7ms preprocess, 4.1ms inference, 22.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.1ms preprocess, 4.1ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.5ms\n",
|
|
"Speed: 0.7ms preprocess, 5.5ms inference, 1.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.0ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 0.8ms preprocess, 6.4ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.9ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.7ms preprocess, 4.0ms inference, 6.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.6ms\n",
|
|
"Speed: 4.9ms preprocess, 3.6ms inference, 29.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.7ms\n",
|
|
"Speed: 0.7ms preprocess, 2.7ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.6ms preprocess, 4.0ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.6ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 2.6ms preprocess, 6.4ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 1.4ms preprocess, 2.2ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.6ms preprocess, 4.0ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.5ms\n",
|
|
"Speed: 0.7ms preprocess, 2.5ms inference, 3.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.6ms preprocess, 4.0ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 2.4ms preprocess, 6.4ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.1ms\n",
|
|
"Speed: 0.8ms preprocess, 5.1ms inference, 33.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.8ms preprocess, 4.0ms inference, 8.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.8ms preprocess, 4.0ms inference, 34.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.8ms\n",
|
|
"Speed: 0.9ms preprocess, 2.8ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.6ms preprocess, 2.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.5ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.6ms preprocess, 6.3ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.7ms preprocess, 6.3ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.1ms preprocess, 6.3ms inference, 8.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.4ms\n",
|
|
"Speed: 0.6ms preprocess, 4.4ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.5ms\n",
|
|
"Speed: 0.7ms preprocess, 2.5ms inference, 3.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.2ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.4ms preprocess, 4.1ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.2ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.6ms\n",
|
|
"Speed: 4.0ms preprocess, 3.6ms inference, 10.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.1ms preprocess, 6.3ms inference, 29.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 4.2ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.7ms\n",
|
|
"Speed: 2.4ms preprocess, 5.7ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 1.4ms preprocess, 6.4ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.3ms preprocess, 4.1ms inference, 15.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.0ms\n",
|
|
"Speed: 1.8ms preprocess, 5.0ms inference, 32.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.0ms preprocess, 4.1ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.2ms preprocess, 6.3ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.4ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.9ms preprocess, 4.0ms inference, 17.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.0ms preprocess, 4.0ms inference, 33.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.3ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.0ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.0ms preprocess, 6.3ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.3ms preprocess, 6.3ms inference, 17.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 5.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.5ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.8ms\n",
|
|
"Speed: 0.7ms preprocess, 4.8ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.6ms preprocess, 4.0ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 1.4ms preprocess, 6.4ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.7ms preprocess, 6.3ms inference, 14.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.0ms preprocess, 4.0ms inference, 33.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.3ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.6ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.7ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.0ms preprocess, 6.3ms inference, 17.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.1ms preprocess, 4.0ms inference, 33.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.1ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.6ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.5ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.6ms preprocess, 4.0ms inference, 33.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.6ms preprocess, 4.0ms inference, 33.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.7ms\n",
|
|
"Speed: 0.7ms preprocess, 3.7ms inference, 32.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.5ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.9ms preprocess, 4.1ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.5ms preprocess, 6.3ms inference, 28.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.5ms\n",
|
|
"Speed: 0.6ms preprocess, 4.5ms inference, 23.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.1ms\n",
|
|
"Speed: 0.8ms preprocess, 6.1ms inference, 1.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.6ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 2.7ms preprocess, 6.4ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.6ms preprocess, 4.1ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.7ms preprocess, 4.0ms inference, 17.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.0ms preprocess, 4.1ms inference, 31.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 1.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.2ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.4ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.0ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.1ms preprocess, 4.1ms inference, 29.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.3ms preprocess, 4.0ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.1ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.3ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.0ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.1ms\n",
|
|
"Speed: 0.8ms preprocess, 5.1ms inference, 28.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.7ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.6ms\n",
|
|
"Speed: 0.7ms preprocess, 5.6ms inference, 32.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 8.3ms\n",
|
|
"Speed: 2.5ms preprocess, 8.3ms inference, 32.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.2ms\n",
|
|
"Speed: 0.8ms preprocess, 5.2ms inference, 33.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.6ms preprocess, 4.1ms inference, 34.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.3ms\n",
|
|
"Speed: 0.7ms preprocess, 2.3ms inference, 5.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.1ms preprocess, 4.0ms inference, 33.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.5ms\n",
|
|
"Speed: 1.3ms preprocess, 2.5ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 0.8ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.1ms preprocess, 6.3ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.3ms preprocess, 4.0ms inference, 16.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.8ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.6ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 0.9ms preprocess, 6.3ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.9ms\n",
|
|
"Speed: 0.9ms preprocess, 4.9ms inference, 33.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.5ms preprocess, 4.0ms inference, 25.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.2ms\n",
|
|
"Speed: 1.0ms preprocess, 4.2ms inference, 33.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.3ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.2ms preprocess, 4.1ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.4ms preprocess, 6.3ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.4ms preprocess, 4.0ms inference, 18.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.5ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 0.6ms preprocess, 2.2ms inference, 29.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.6ms preprocess, 4.1ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.8ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 1.5ms preprocess, 6.4ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.4ms\n",
|
|
"Speed: 0.6ms preprocess, 4.4ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.8ms\n",
|
|
"Speed: 0.6ms preprocess, 6.8ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 2.3ms preprocess, 6.4ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 1.4ms preprocess, 6.4ms inference, 34.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 2.6ms preprocess, 6.4ms inference, 12.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.0ms preprocess, 4.1ms inference, 34.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.5ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.3ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.6ms\n",
|
|
"Speed: 3.4ms preprocess, 5.6ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 1.2ms preprocess, 6.4ms inference, 17.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.6ms preprocess, 4.1ms inference, 31.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.8ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.2ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.8ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.7ms preprocess, 6.3ms inference, 13.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.9ms preprocess, 4.0ms inference, 33.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.6ms\n",
|
|
"Speed: 0.6ms preprocess, 3.6ms inference, 33.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.9ms preprocess, 6.3ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.2ms preprocess, 6.3ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.9ms preprocess, 6.3ms inference, 22.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.9ms\n",
|
|
"Speed: 0.6ms preprocess, 4.9ms inference, 3.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.3ms preprocess, 6.3ms inference, 31.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.6ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.1ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.2ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.9ms preprocess, 4.0ms inference, 30.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.7ms preprocess, 4.0ms inference, 33.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.2ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.9ms preprocess, 4.0ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.7ms preprocess, 6.3ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.0ms preprocess, 6.3ms inference, 18.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.4ms preprocess, 4.0ms inference, 31.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.3ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.9ms\n",
|
|
"Speed: 0.8ms preprocess, 6.9ms inference, 33.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 1.1ms preprocess, 6.4ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 4.6ms preprocess, 6.3ms inference, 15.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.1ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.4ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.4ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.2ms preprocess, 4.0ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.1ms preprocess, 6.3ms inference, 20.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 4.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.6ms preprocess, 6.3ms inference, 31.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 0.6ms preprocess, 2.2ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.0ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.3ms preprocess, 4.1ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.0ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.7ms preprocess, 4.1ms inference, 19.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.2ms preprocess, 4.1ms inference, 29.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.0ms\n",
|
|
"Speed: 0.7ms preprocess, 3.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.3ms preprocess, 4.0ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.5ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.7ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.0ms preprocess, 6.3ms inference, 31.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.2ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.5ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 5.4ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.1ms preprocess, 4.0ms inference, 13.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.7ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.7ms preprocess, 4.1ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.1ms\n",
|
|
"Speed: 1.6ms preprocess, 6.1ms inference, 32.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 1.2ms preprocess, 6.4ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.8ms preprocess, 6.3ms inference, 24.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.6ms preprocess, 2.0ms inference, 2.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.1ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 20.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.5ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.8ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.0ms\n",
|
|
"Speed: 0.9ms preprocess, 5.0ms inference, 33.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 1.1ms preprocess, 6.4ms inference, 33.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.9ms\n",
|
|
"Speed: 0.6ms preprocess, 5.9ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.2ms preprocess, 4.0ms inference, 34.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.3ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.9ms preprocess, 4.0ms inference, 31.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.2ms preprocess, 4.1ms inference, 33.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 24.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.4ms\n",
|
|
"Speed: 4.2ms preprocess, 2.4ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.4ms preprocess, 6.3ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.3ms preprocess, 6.3ms inference, 29.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.6ms preprocess, 4.0ms inference, 33.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.6ms\n",
|
|
"Speed: 0.7ms preprocess, 2.6ms inference, 32.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.4ms preprocess, 6.3ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.3ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.8ms preprocess, 4.0ms inference, 28.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.9ms\n",
|
|
"Speed: 0.6ms preprocess, 3.9ms inference, 4.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.7ms preprocess, 6.3ms inference, 16.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.5ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.9ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.0ms preprocess, 4.1ms inference, 35.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.5ms\n",
|
|
"Speed: 2.8ms preprocess, 6.5ms inference, 12.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 3.0ms preprocess, 4.0ms inference, 29.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.3ms\n",
|
|
"Speed: 1.4ms preprocess, 4.3ms inference, 36.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 3.0ms preprocess, 4.0ms inference, 35.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.2ms\n",
|
|
"Speed: 1.4ms preprocess, 4.2ms inference, 36.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.2ms\n",
|
|
"Speed: 1.4ms preprocess, 4.2ms inference, 33.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.3ms preprocess, 4.0ms inference, 35.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.8ms preprocess, 4.1ms inference, 36.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.2ms\n",
|
|
"Speed: 1.6ms preprocess, 4.2ms inference, 35.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.8ms preprocess, 6.3ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.2ms preprocess, 4.0ms inference, 21.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.9ms preprocess, 4.1ms inference, 31.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.8ms\n",
|
|
"Speed: 2.1ms preprocess, 2.8ms inference, 34.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.5ms\n",
|
|
"Speed: 0.9ms preprocess, 4.5ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.2ms\n",
|
|
"Speed: 1.6ms preprocess, 4.2ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.2ms preprocess, 4.0ms inference, 27.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.3ms\n",
|
|
"Speed: 0.6ms preprocess, 2.3ms inference, 2.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.5ms preprocess, 4.0ms inference, 23.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.1ms preprocess, 4.0ms inference, 36.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.8ms preprocess, 4.1ms inference, 36.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.2ms\n",
|
|
"Speed: 1.8ms preprocess, 4.2ms inference, 36.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.4ms preprocess, 4.0ms inference, 35.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.2ms\n",
|
|
"Speed: 0.8ms preprocess, 4.2ms inference, 35.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.1ms\n",
|
|
"Speed: 0.7ms preprocess, 3.1ms inference, 36.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.3ms\n",
|
|
"Speed: 1.4ms preprocess, 4.3ms inference, 39.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.0ms\n",
|
|
"Speed: 5.8ms preprocess, 5.0ms inference, 42.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.8ms\n",
|
|
"Speed: 3.6ms preprocess, 3.8ms inference, 42.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.7ms preprocess, 4.1ms inference, 25.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.1ms\n",
|
|
"Speed: 0.6ms preprocess, 2.1ms inference, 0.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 8.6ms\n",
|
|
"Speed: 0.9ms preprocess, 8.6ms inference, 39.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.1ms\n",
|
|
"Speed: 2.0ms preprocess, 5.1ms inference, 40.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.2ms\n",
|
|
"Speed: 2.8ms preprocess, 4.2ms inference, 38.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 4.2ms preprocess, 4.0ms inference, 32.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.4ms\n",
|
|
"Speed: 2.8ms preprocess, 3.4ms inference, 5.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.2ms\n",
|
|
"Speed: 0.7ms preprocess, 4.2ms inference, 40.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.2ms\n",
|
|
"Speed: 3.6ms preprocess, 5.2ms inference, 38.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.2ms\n",
|
|
"Speed: 2.7ms preprocess, 5.2ms inference, 40.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.1ms preprocess, 4.0ms inference, 38.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.7ms\n",
|
|
"Speed: 2.9ms preprocess, 2.7ms inference, 40.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.5ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 0.8ms preprocess, 6.4ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.3ms\n",
|
|
"Speed: 1.0ms preprocess, 5.3ms inference, 33.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.8ms preprocess, 4.1ms inference, 16.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.6ms\n",
|
|
"Speed: 1.1ms preprocess, 6.6ms inference, 31.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 0.9ms preprocess, 6.3ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.3ms preprocess, 6.3ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.2ms preprocess, 4.0ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.2ms\n",
|
|
"Speed: 1.3ms preprocess, 6.2ms inference, 18.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.4ms preprocess, 4.0ms inference, 33.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.2ms\n",
|
|
"Speed: 0.7ms preprocess, 2.2ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.5ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.0ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 2.4ms preprocess, 4.1ms inference, 34.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.2ms preprocess, 4.0ms inference, 27.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.1ms preprocess, 4.0ms inference, 33.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.6ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.5ms preprocess, 6.3ms inference, 34.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.0ms\n",
|
|
"Speed: 1.4ms preprocess, 5.0ms inference, 33.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.3ms\n",
|
|
"Speed: 2.7ms preprocess, 3.3ms inference, 19.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 2.0ms\n",
|
|
"Speed: 0.6ms preprocess, 2.0ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.7ms\n",
|
|
"Speed: 0.6ms preprocess, 3.7ms inference, 0.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.7ms preprocess, 4.0ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.4ms preprocess, 6.3ms inference, 34.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.7ms preprocess, 4.1ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.8ms preprocess, 4.0ms inference, 34.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 8.4ms\n",
|
|
"Speed: 2.4ms preprocess, 8.4ms inference, 21.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.7ms preprocess, 4.0ms inference, 31.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 0.7ms preprocess, 4.0ms inference, 35.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.5ms\n",
|
|
"Speed: 2.2ms preprocess, 6.5ms inference, 35.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.8ms preprocess, 4.1ms inference, 35.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.0ms preprocess, 4.0ms inference, 30.3ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 1.2ms preprocess, 4.1ms inference, 35.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.0ms preprocess, 4.0ms inference, 35.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 3.8ms preprocess, 4.0ms inference, 35.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.6ms preprocess, 4.0ms inference, 35.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.5ms preprocess, 6.3ms inference, 18.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.2ms\n",
|
|
"Speed: 2.1ms preprocess, 4.2ms inference, 33.7ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.5ms preprocess, 4.0ms inference, 35.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 2.4ms preprocess, 4.0ms inference, 35.6ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.6ms\n",
|
|
"Speed: 1.2ms preprocess, 6.6ms inference, 35.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 1.3ms preprocess, 6.4ms inference, 22.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.6ms\n",
|
|
"Speed: 0.6ms preprocess, 5.6ms inference, 35.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.5ms\n",
|
|
"Speed: 1.8ms preprocess, 6.5ms inference, 22.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.2ms preprocess, 4.0ms inference, 34.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 8.4ms\n",
|
|
"Speed: 2.3ms preprocess, 8.4ms inference, 35.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.4ms\n",
|
|
"Speed: 1.2ms preprocess, 6.4ms inference, 35.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.7ms preprocess, 6.3ms inference, 14.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.6ms preprocess, 4.0ms inference, 31.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.2ms\n",
|
|
"Speed: 1.9ms preprocess, 6.2ms inference, 35.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 2.1ms preprocess, 6.3ms inference, 34.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.1ms\n",
|
|
"Speed: 0.8ms preprocess, 4.1ms inference, 35.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.0ms\n",
|
|
"Speed: 1.9ms preprocess, 4.0ms inference, 16.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.2ms preprocess, 6.3ms inference, 33.5ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 4.2ms\n",
|
|
"Speed: 1.1ms preprocess, 4.2ms inference, 34.9ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.3ms\n",
|
|
"Speed: 1.5ms preprocess, 6.3ms inference, 35.1ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.4ms\n",
|
|
"Speed: 0.9ms preprocess, 5.4ms inference, 34.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 3.8ms\n",
|
|
"Speed: 4.1ms preprocess, 3.8ms inference, 13.0ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 6.8ms\n",
|
|
"Speed: 2.8ms preprocess, 6.8ms inference, 40.2ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 5.2ms\n",
|
|
"Speed: 3.2ms preprocess, 5.2ms inference, 41.4ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 7.4ms\n",
|
|
"Speed: 2.5ms preprocess, 7.4ms inference, 42.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"\n",
|
|
"0: 384x640 2 faces, 8.1ms\n",
|
|
"Speed: 1.0ms preprocess, 8.1ms inference, 38.8ms postprocess per image at shape (1, 3, 384, 640)\n",
|
|
"모자이크 영상 저장 완료: /home/cuuva/다운로드/face_recog_infer.mp4\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import cv2\n",
|
|
"import numpy as np\n",
|
|
"import onnxruntime as ort\n",
|
|
"from ultralytics import YOLO\n",
|
|
"import os\n",
|
|
"\n",
|
|
"# -----------------------\n",
|
|
"# 1. 설정\n",
|
|
"# -----------------------\n",
|
|
"VIDEO_PATH = \"/home/cuuva/다운로드/face_recog.MOV\"\n",
|
|
"OUTPUT_PATH = \"/home/cuuva/다운로드/face_recog_infer.mp4\"\n",
|
|
"\n",
|
|
"YOLO_MODEL_PATH = \"/home/cuuva/experiment/yolov8n-face.pt\"\n",
|
|
"FACENET_ONNX_PATH = \"/home/cuuva/face_exp/MobileFaceNet_Pytorch/result(MODEL_2)/ONNX/MODEL_2_20251201_101922/model_2_test.onnx\"\n",
|
|
"YU_EMBEDDINGS_PATH = \"/home/cuuva/다운로드/face_dataset_128/\"\n",
|
|
"\n",
|
|
"SAMPLE_FRAMES = 50 # 얼굴 샘플링할 프레임 수\n",
|
|
"\n",
|
|
"# -----------------------\n",
|
|
"# 2. MobileFaceNet ONNX 로드\n",
|
|
"# -----------------------\n",
|
|
"session = ort.InferenceSession(FACENET_ONNX_PATH, providers=['CPUExecutionProvider'])\n",
|
|
"input_name = session.get_inputs()[0].name\n",
|
|
"output_name = session.get_outputs()[0].name\n",
|
|
"\n",
|
|
"def preprocess(img):\n",
|
|
" img = cv2.resize(img, (128, 128))\n",
|
|
" img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
|
|
" img = img.astype(np.float32) / 128.0 - 1.0\n",
|
|
" img = np.transpose(img, (2,0,1))\n",
|
|
" img = np.expand_dims(img, axis=0)\n",
|
|
" return img\n",
|
|
"\n",
|
|
"def get_embedding(img):\n",
|
|
" img_pre = preprocess(img)\n",
|
|
" embedding = session.run([output_name], {input_name: img_pre})[0]\n",
|
|
" embedding = embedding / np.linalg.norm(embedding)\n",
|
|
" return embedding[0]\n",
|
|
"\n",
|
|
"# -----------------------\n",
|
|
"# 3. 유재석 대표 임베딩 계산\n",
|
|
"# -----------------------\n",
|
|
"yu_embeddings = []\n",
|
|
"for fname in os.listdir(YU_EMBEDDINGS_PATH):\n",
|
|
" if fname.lower().endswith((\".jpg\",\".png\")):\n",
|
|
" img = cv2.imread(os.path.join(YU_EMBEDDINGS_PATH, fname))\n",
|
|
" if img is None:\n",
|
|
" continue\n",
|
|
" emb = get_embedding(img)\n",
|
|
" yu_embeddings.append(emb)\n",
|
|
"\n",
|
|
"yu_embeddings = np.array(yu_embeddings)\n",
|
|
"yu_mean = np.mean(yu_embeddings, axis=0)\n",
|
|
"yu_mean = yu_mean / np.linalg.norm(yu_mean)\n",
|
|
"\n",
|
|
"# -----------------------\n",
|
|
"# 3-1. YOLO 얼굴 샘플링\n",
|
|
"# -----------------------\n",
|
|
"yolo = YOLO(YOLO_MODEL_PATH)\n",
|
|
"cap = cv2.VideoCapture(VIDEO_PATH)\n",
|
|
"sampled_embeddings = []\n",
|
|
"\n",
|
|
"frame_idx = 0\n",
|
|
"while frame_idx < SAMPLE_FRAMES:\n",
|
|
" ret, frame = cap.read()\n",
|
|
" if not ret:\n",
|
|
" break\n",
|
|
"\n",
|
|
" results = yolo.predict(frame)\n",
|
|
" if len(results) > 0:\n",
|
|
" boxes = results[0].boxes.xyxy.cpu().numpy()\n",
|
|
" for box in boxes:\n",
|
|
" x1, y1, x2, y2 = map(int, box)\n",
|
|
" face_crop = frame[y1:y2, x1:x2]\n",
|
|
" try:\n",
|
|
" emb = get_embedding(face_crop)\n",
|
|
" sampled_embeddings.append(emb)\n",
|
|
" except:\n",
|
|
" continue\n",
|
|
" frame_idx += 1\n",
|
|
"\n",
|
|
"cap.release()\n",
|
|
"\n",
|
|
"# -----------------------\n",
|
|
"# 3-2. threshold 자동 계산\n",
|
|
"# -----------------------\n",
|
|
"# 유재석 얼굴 vs 영상 속 샘플 얼굴 cosine similarity\n",
|
|
"cos_sims = [np.dot(emb, yu_mean) for emb in sampled_embeddings]\n",
|
|
"# 안전 margin: 유재석 얼굴 평균 - std/2\n",
|
|
"DIST_THRESHOLD = min(np.dot(e, yu_mean) for e in yu_embeddings) - 0.1\n",
|
|
"print(\"자동 계산된 cosine similarity threshold:\", DIST_THRESHOLD)\n",
|
|
"\n",
|
|
"def is_not_yu(emb):\n",
|
|
" cos_sim = np.dot(emb, yu_mean)\n",
|
|
" return cos_sim < DIST_THRESHOLD\n",
|
|
"\n",
|
|
"# -----------------------\n",
|
|
"# 4. 영상 처리 및 모자이크\n",
|
|
"# -----------------------\n",
|
|
"cap = cv2.VideoCapture(VIDEO_PATH)\n",
|
|
"fps = cap.get(cv2.CAP_PROP_FPS)\n",
|
|
"width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))\n",
|
|
"height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))\n",
|
|
"fourcc = cv2.VideoWriter_fourcc(*\"mp4v\")\n",
|
|
"out = cv2.VideoWriter(OUTPUT_PATH, fourcc, fps, (width, height))\n",
|
|
"\n",
|
|
"frame_count = int(cap.get(cv2.CAP_PROP_FRAME_COUNT))\n",
|
|
"print(\"총 프레임 수:\", frame_count)\n",
|
|
"\n",
|
|
"while True:\n",
|
|
" ret, frame = cap.read()\n",
|
|
" if not ret:\n",
|
|
" break\n",
|
|
"\n",
|
|
" results = yolo.predict(frame)\n",
|
|
" if len(results) > 0:\n",
|
|
" boxes = results[0].boxes.xyxy.cpu().numpy()\n",
|
|
" for box in boxes:\n",
|
|
" x1, y1, x2, y2 = map(int, box)\n",
|
|
" face_crop = frame[y1:y2, x1:x2]\n",
|
|
"\n",
|
|
" try:\n",
|
|
" emb = get_embedding(face_crop)\n",
|
|
" except Exception as e:\n",
|
|
" print(\"embedding error:\", e)\n",
|
|
" continue\n",
|
|
"\n",
|
|
" if is_not_yu(emb):\n",
|
|
" # 모자이크 적용\n",
|
|
" face_h, face_w = y2 - y1, x2 - x1\n",
|
|
" face = frame[y1:y2, x1:x2]\n",
|
|
" mosaic = cv2.resize(face, (16,16), interpolation=cv2.INTER_LINEAR)\n",
|
|
" mosaic = cv2.resize(mosaic, (face_w, face_h), interpolation=cv2.INTER_NEAREST)\n",
|
|
" frame[y1:y2, x1:x2] = mosaic\n",
|
|
"\n",
|
|
" out.write(frame)\n",
|
|
"\n",
|
|
"cap.release()\n",
|
|
"out.release()\n",
|
|
"print(\"모자이크 영상 저장 완료:\", OUTPUT_PATH)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "f3cedc15",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "1stagedetect",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.10.18"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|