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I have the same problem and solve it. Maybe the reason is the different version of test and train.lst file.
For me, after path_names = path.split('/'), path_names = ['DATASET', 'DeepFashion_highres', 'img_highressubset', 'MEN', 'Denim', 'id_00000080', '01_3_back.jpg']
The target image name in test and train.lst file: "fashion/MEN/Denim/id_00000080/04_4full.jpg (for [0/1/2/3/4]"
so, it should be path_names[2:] instead of path_names[4:], and delete the line del path_names[1]
I have a problem splitting the train/test dataset using generate_fashion_datasets.py. It says:
File "util/generate_fashion_datasets.py", line 55, in make_dataset
path_names[3] = path_names[3].replace('_', '')
IndexError: list index out of range
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