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[Refactor] Rotated ATSS with centerness loss #496

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@zytx121 zytx121 commented Sep 5, 2022

In mmrotate-0.x, Rotated ATSS has no centerness loss.

Plan to add the use_centerness flag in RotatedATSSHead to switch the two kinds of Rotated ATSS.

  • UT

riou_loss mode=linear (same with GIoULoss in mmdet.)
------1------
AP50: 0.7312906896760963
AP75: 0.43664404012041336
mAP: 0.4304565774698836
------2------
AP50: 0.7316846289886397
AP75: 0.44474540376861926
mAP: 0.4322204658904716

riou_loss mode=square
AP50: 0.727048421917964
AP75: 0.44485995373251935
mAP: 0.4328788567961608

riou_loss mode=log
AP50: 0.5760913813425714
AP75: 0.2898615712939455
mAP: 0.3122504381802371

@zytx121 zytx121 changed the base branch from main to dev-1.x September 5, 2022 00:41
@zytx121 zytx121 added the dev-1.x label Sep 5, 2022
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