{ "cells": [ { "cell_type": "code", "execution_count": 6, "id": "7768064b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "총 프레임 수: 385\n", "\n", "0: 384x640 2 faces, 2.6ms\n", "Speed: 0.6ms preprocess, 2.6ms inference, 2.2ms 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, 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, 0.8ms 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, 36.3ms 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, 19.8ms 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, 2.4ms postprocess per image at shape (1, 3, 384, 640)\n", "\n", "0: 384x640 2 faces, 4.5ms\n", "Speed: 0.7ms preprocess, 4.5ms inference, 3.5ms 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, 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, 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, 2.0ms 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, 2.0ms 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, 1.3ms 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: 1.3ms preprocess, 4.0ms inference, 7.8ms 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, 13.8ms 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, 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, 2.2ms\n", "Speed: 0.6ms preprocess, 2.2ms 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, 0.9ms 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, 1.9ms 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, 2.2ms 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, 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, 2.0ms 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, 2.0ms\n", "Speed: 0.5ms preprocess, 2.0ms inference, 1.2ms 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, 34.6ms 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, 7.8ms 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, 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", "\n", "0: 384x640 2 faces, 1.9ms\n", "Speed: 0.5ms preprocess, 1.9ms inference, 4.0ms 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 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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", "\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", "\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, 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, 1.9ms 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, 1.7ms 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, 1.2ms 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, 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, 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, 4.0ms\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: 1.5ms preprocess, 4.1ms inference, 7.7ms 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, 8.7ms 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, 2.9ms 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, 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, 1.7ms 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, 1.7ms 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, 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, 2.1ms 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: 1.5ms preprocess, 4.1ms inference, 20.6ms 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, 17.3ms 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, 2.7ms 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, 2.8ms 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: 0.5ms 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, 1.8ms 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, 1.9ms 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, 1.9ms 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, 3.4ms 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, 34.5ms 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, 5.7ms 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, 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", "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, 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, 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, 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 }