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detrex v0.2.0 Release

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@rentainhe rentainhe released this 13 Nov 08:18
· 100 commits to main since this release

What's New

  • Rebuild cleaner config files for projects
  • Support H-Deformable-DETR, thanks a lot for @JiaDingCN
  • Release H-Deformable-DETR pretrained weights including H-Deformable-DETR-R50, H-Deformable-DETR-Swin-Tiny, H-Deformable-DETR-Swin-Large.
  • Add demo for visualizing customized input images or videos using pretrained weights in demo, please check our documentation about the usage.
  • Release new baselines for DINO-Swin-Large-36ep, DAB-Deformable-DETR-R50-50ep, DAB-Deformable-DETR-Two-Stage-50ep.

New Pretrained Models

All the pretrained weights can be downloaded in detrex Model Zoo

H-Deformable-DETR

Method Pretrained Epochs Query Num Box AP
H-Deformable-DETR-R50 + tricks IN1k 12 300 48.9
H-Deformable-DETR-R50 + tricks IN1k 36 300 50.3
H-Deformable-DETR-Swin-T + tricks IN1k 12 300 50.6
H-Deformable-DETR-Swin-T+ tricks IN1k 36 300 53.5
H-Deformable-DETR-Swin-L + tricks IN22k 12 300 56.2
H-Deformable-DETR-Swin-L + tricks IN22k 36 300 57.5
H-Deformable-DETR-Swin-L + tricks IN22k 12 900 56.4
H-Deformable-DETR-Swin-L + tricks IN22k 36 900 57.7

DINO

Method Pretrained Epochs Box AP
DINO-R50-4Scale-12ep IN1k 12 49.2

DAB-Deformable-DETR

Method Pretrained Epochs Box AP
DAB-Deformable-DETR-R50 IN1k 50 49.0
DAB-Deformable-DETR-R50-Two-Stage IN1k 50 49.7