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Hmm.. I have not validated lower batch size. Prior work have shown that with lower batch size, performance may decline a bit. Perhaps you can consider tuning the learning rate a bit - I will leave this issue open so others can comment if they face similar issues.
I use bs=4x8, lr=1e-4 for training and the cbgs result is:
Evaluating bboxes of pts_bbox
mAP: 0.4166
mATE: 0.5791
mASE: 0.2850
mAOE: 0.5265
mAVE: 0.2424
mAAE: 0.1887
NDS: 0.5261
Eval time: 72.3s
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