Object Detection on COCO 1% labeled 2017 (val train)
30.5mAPSemi-DETR(DINO)
Evaluation Results
| Method | Links | |
|---|---|---|
| Semi-DETR(DINO)Category=End-to-End, Detector=DINO2023.07 | 30.5 | |
| DINO SSOD (Baseline)Category=End-to-End, Detector=DINO, Training=SSOD Baseline2023.07 | 28.4 | |
| Omi-DETR(DINO)Category=End-to-End, Detector=DINO2023.07 | 27.6 | |
| ARSLDetector=FCOS, Backbone=ResNet-50, patch-shuffle=true, large-scale jittering=true2023.03 | 25.36 | |
| Semi-DETR(Def-DETR)Category=End-to-End, Detector=Deformable DETR2023.07 | 25.2 | |
| ARSLDetector=RetinaNet, Backbone=ResNet-50, patch-shuffle=true, large-scale jittering=true2023.03 | 25.16 | |
| ARSLDetector=FCOS, Backbone=ResNet-502023.03 | 22.82 | |
| Unbiased Teacher V2Detector=FCOS, Backbone=ResNet-502023.03 | 22.71 | |
| Unbiased Teacher v2Category=One-Stage2023.07 | 22.71 | |
| PseCoDetector=Faster RCNN, Backbone=ResNet-502023.03 | 22.43 | |
| PseCoCategory=Two-Stage2023.07 | 22.43 | |
| Dense TeacherCategory=One-Stage2023.07 | 22.38 | |
| Active TeacherDetector=Faster RCNN, Backbone=ResNet-502023.03 | 22.2 | |
| DSLDetector=FCOS, Backbone=ResNet-50, patch-shuffle=true2023.03 | 22.03 | |
| DSLCategory=Two-Stage2023.07 | 22.03 | |
| Unbiased Teacher V2Detector=Faster RCNN, Backbone=ResNet-502023.03 | 21.84 | |
| Unbiased TeacherDetector=Faster RCNN, Backbone=ResNet-502023.03 | 20.75 | |
| Unbiased TeacherCategory=Two-Stage2023.07 | 20.75 | |
| Soft TeacherDetector=Faster RCNN, Backbone=ResNet-50, large-scale jittering=true2023.03 | 20.46 | |
| Soft-TeacherCategory=Two-Stage2023.07 | 20.46 | |
| Dense TeacherDetector=FCOS, Backbone=ResNet-502023.03 | 19.64 | |
| Def-DETR SSOD(Baseline)Category=End-to-End, Detector=Deformable DETR, Training=SSOD Baseline2023.07 | 19.4 | |
| ISMTDetector=Faster RCNN, Backbone=ResNet-502023.03 | 18.88 | |
| Omi-DETR(Def-DETR)Category=End-to-End, Detector=Deformable DETR2023.07 | 18.6 | |
| DINO(Sup only)Category=End-to-End, Detector=DINO, Training=Supervised Only2023.07 | 18 | |
| Humble TeacherDetector=Faster RCNN, Backbone=ResNet-502023.03 | 16.96 | |
| STACDetector=Faster RCNN, Backbone=ResNet-502023.03 | 13.97 | |
| Def-DETR(Sup only)Category=End-to-End, Detector=Deformable DETR, Training=Supervised Only2023.07 | 11 | |
| Faster RCNNDetector=Faster RCNN, Supervision=Supervised, Backbone=ResNet-502023.03 | 10.02 | |
| FCOSDetector=FCOS, Supervision=Supervised, Backbone=ResNet-502023.03 | 9.05 |