transforms_ft = Pipeline([ load_img_and_label, # <-- Load img and label as a tuple Resize(256,method="squish"), Resize(224,method="crop"), ToTensor(), IntToFloatTensor(), Normalize.from_stats(*imagenet_stats,cuda=False) ]) out = transforms_ft(fpath) print((out[0][0,:2,:2,:2], out[1]))