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import numpy as np
import scipy.misc
import torch
class LFW(object):
def __init__(self, imgl, imgr):
self.imgl_list = imgl
self.imgr_list = imgr
def __getitem__(self, index):
imgl = scipy.misc.imread(self.imgl_list[index])
if len(imgl.shape) == 2:
imgl = np.stack([imgl] * 3, 2)
imgr = scipy.misc.imread(self.imgr_list[index])
if len(imgr.shape) == 2:
imgr = np.stack([imgr] * 3, 2)
# imgl = imgl[:, :, ::-1]
# imgr = imgr[:, :, ::-1]
imglist = [imgl, imgl[:, ::-1, :], imgr, imgr[:, ::-1, :]]
for i in range(len(imglist)):
imglist[i] = (imglist[i] - 127.5) / 128.0
imglist[i] = imglist[i].transpose(2, 0, 1)
imgs = [torch.from_numpy(i).float() for i in imglist]
return imgs
def __len__(self):
return len(self.imgl_list)
if __name__ == '__main__':
pass