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It seemed that there are two wrong annotated images in the dataset annotation
710 58 948 370 0 0 0 0 0 0 12--Group/12_Group_Group_12_Group_Group_12_839.jpg 496 50 956 706 0 0 0 1 0 0 28--Sports_Fan/28_Sports_Fan_Sports_Fan_28_959.jpg
you can find them in the txt file: list_98pt_rect_attr_train.txt The first is in line 1035 The second is in line 2748
the points's position is not in the rectangle
look forward to your soon reply