Object Detection on COCO standard (5% labeled)
40.1mAPSemi-DETR(DINO)
Evaluation Results
| Method | Links | |
|---|---|---|
| Semi-DETR(DINO)Category=End-to-End, Detector=DINO2023.07 | 40.1 | |
| Semi-DETRDetector=DINO2023.12 | 40.1 | |
| MixPLDetector=DINO2023.12 | 40.1 | |
| DINO SSOD (Baseline)Category=End-to-End, Detector=DINO, Training=SSOD Baseline2023.07 | 38 | |
| Omi-DETR(DINO)Category=End-to-End, Detector=DINO2023.07 | 37.7 | |
| Semi-DETR(Def-DETR)Category=End-to-End, Detector=Deformable DETR2023.07 | 34.5 | |
| Efficient TeacherDetector type=One-stage anchor-based, Backbone=YOLOv5l, FLOPS=109.59G2023.02 | 34.11 | |
| Dense TeacherDetector type=One-stage anchor-free, FLOPS=200.59G2023.02 | 33.01 | |
| Dense TeacherCategory=One-Stage2023.07 | 33.01 | |
| Dense TeacherDetector=FCOS2023.12 | 33 | |
| MixPLDetector=FCOS2023.12 | 32.8 | |
| LabelMatchThreshold=ACT2022.06 | 32.7 | |
| LabelMatchDetector type=Two-stage anchor-based, FLOPS=202.31G2023.02 | 32.7 | |
| Omni-DETRPoint Annotation=true, Weakly Semi-Supervised=true2022.03 | 32.5 | |
| PseCoDetector type=Two-stage anchor-based, FLOPS=202.31G2023.02 | 32.5 | |
| PseCoCategory=Two-Stage2023.07 | 32.5 | |
| PseCoThresholding Strategy=Fully automatic2022.12 | 32.5 | |
| Unbiased Teacher v2Thresholding Strategy=Fully automatic2022.12 | 31.85 | |
| Efficient TeacherDetector type=One-stage anchor-based, FLOPS=169.61G2023.02 | 31.1 | |
| Def-DETR SSOD(Baseline)Category=End-to-End, Detector=Deformable DETR, Training=SSOD Baseline2023.07 | 31.1 | |
| DSLDetector=FCOS2023.12 | 30.9 | |
| DSLDetector type=One-stage anchor-free, FLOPS=200.59G2023.02 | 30.87 | |
| DSLCategory=Two-Stage2023.07 | 30.87 | |
| Soft TeacherThreshold=0.92022.06 | 30.74 | |
| Soft TeacherDetector type=Two-stage anchor-based, FLOPS=202.31G2023.02 | 30.74 | |
| Soft-TeacherCategory=Two-Stage2023.07 | 30.74 | |
| Soft TeacherThresholding Strategy=Manual empirical search2022.12 | 30.74 | |
| ASTODThresholding Strategy=Fully automatic, Iterations=32022.12 | 30.43 | |
| Omni-DETR2022.03 | 30.2 | |
| Omi-DETR(Def-DETR)Category=End-to-End, Detector=Deformable DETR2023.07 | 30.2 | |
| Omni-DETRThresholding Strategy=Manual empirical search2022.12 | 30.2 | |
| Unbiased Teacher v2Detector type=One-stage anchor-free, FLOPS=200.59G2023.02 | 30.08 | |
| Unbiased Teacher v2Category=One-Stage2023.07 | 30.08 | |
| DINO(Sup only)Category=End-to-End, Detector=DINO, Training=Supervised Only2023.07 | 29.5 | |
| Unbiased Teacher (re-implemented)Detector type=One-stage anchor-based, FLOPS=169.61G2023.02 | 28.35 | |
| Unbiased Teacher2022.03 | 28.3 | |
| Unbiased TeacherThreshold=0.72022.06 | 28.27 | |
| Unbiased TeacherDetector type=Two-stage anchor-based, FLOPS=204.13G2023.02 | 28.27 | |
| Unbiased TeacherCategory=Two-Stage2023.07 | 28.27 | |
| Unbiased TeacherThresholding Strategy=Manual empirical search2022.12 | 28.27 | |
| Humble Teacher2022.03 | 27.7 | |
| Humber teacherDetector type=Two-stage anchor-based, FLOPS=202.31G2023.02 | 27.7 | |
| Humble TeacherThresholding Strategy=Fully automatic2022.12 | 27.7 | |
| Instant TeachingThreshold=0.92022.06 | 26.75 | |
| Instant TeachingDetector type=Two-stage anchor-based, FLOPS=202.31G2023.02 | 26.75 | |
| Instant TeachingThresholding Strategy=Manual empirical search2022.12 | 26.75 | |
| ISMTThreshold=0.92022.06 | 26.37 | |
| ISMTThresholding Strategy=Manual empirical search2022.12 | 26.37 | |
| STAC+VL-PLM2022.07 | 26.21 | |
| Point DETRPoint Annotation=true, Weakly Semi-Supervised=true2022.03 | 26.2 | |
| STAC2022.03 | 24.4 | |
| STACThreshold=0.92022.06 | 24.38 | |
| STACDetector type=Two-stage anchor-based, FLOPS=202.31G2023.02 | 24.38 | |
| STACThresholding Strategy=Manual empirical search2022.12 | 24.38 | |
| STAC2022.07 | 24.38 | |
| Supervised2022.03 | 23.7 | |
| Deformable DETRImplementation=Re-implementation2022.03 | 23.7 | |
| Def-DETR(Sup only)Category=End-to-End, Detector=Deformable DETR, Training=Supervised Only2023.07 | 23.7 | |
| Supervised+VL-PLM2022.07 | 23.7 | |
| Supervised†Thresholding Strategy=Baseline / Teacher2022.12 | 23.59 | |
| Supervised+PLs2022.07 | 21.2 | |
| Faster R-CNNImplementation=Re-implementation2022.03 | 20.7 | |
| Supervised (One-stage anchor-based)Detector type=One-stage anchor-based, FLOPS=169.61G2023.02 | 19.28 | |
| Supervised (One-stage anchor-free)Detector type=One-stage anchor-free, FLOPS=200.59G2023.02 | 18.74 | |
| CSDThresholding Strategy=Fully automatic2022.12 | 18.63 | |
| Faster R-CNN2022.03 | 18.5 | |
| SupervisedThreshold=N/A2022.06 | 18.47 | |
| Supervised (Two-stage)Detector type=Two-stage anchor-based, FLOPS=202.31G2023.02 | 18.47 | |
| SupervisedThresholding Strategy=Baseline2022.12 | 18.47 | |
| Supervised2022.07 | 17.71 |