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The categories order between MSCOCO_format_annotation/500k_train.json and 500k_valid.json is different!
This lead to a very confused result during training and it's difficult to locate this hidden problem...Need modify the categories order to keep them same. Though this is a small problem, but really influenced the experience of training. Hope @wolfshow @liminghao1630 can fix this and replace the .zip file