detrex v0.2.1 Release

Highlights

• DINO has been accepted to ICLR 2023!
• Thanks a lot for @powermano provides us a detailed usage about onnx export in detrex. Please see this issue #192

What's New

New Algorithm

• MaskDINO COCO instance-seg/panoptic-seg pre-release #154

New Features

• New baselines for Res/Swin-DINO-5scale, ViTDet-DINO, FocalNet-DINO, etc. #138, #155
• Support FocalNet backbone #145
• Support Swin-V2 backbone #152

Documentation

• Add ViTDet / FocalNet download links and usage example, please refer to Download Pretrained Weights.
• Add tutorial on how to verify the correct installation of detrex. #194

Bug Fixes

• Fix demo confidence filter not to remove mask predictions #156

Code Refinement

• Make more readable logging info for criterion and matcher #151
• Modified learning rate scheduler config usage, add fundamental scheduler configuration #191

New Pretrained Models

All the pretrained weights can be downloaded in detrex Model Zoo

DINO

Method	Pretrained	Epochs	Box AP
DINO-ViTDet-Base-4scale	MAE	12	50.2
DINO-ViTDet-Base-4scale	MAE	50	55.0
DINO-ViTDet-Large-4scale	MAE	12	50.2
DINO-ViTDet-Large-4scale	MAE	50	55.0
DINO-FocalNet-Large-3level-4scale	IN22k	12	57.5
DINO-FocalNet-Large-4level-4scale	IN22k	12	58.0
DINO-FocalNet-Large-4level-5scale	IN22k	12	58.5