Object Detection on COCO standard (10%)
44.6mAPMixPL
Evaluation Results
| Method | Links | |
|---|---|---|
| MixPLDetector=DINO2023.12 | 44.6 | |
| Semi-DETRDetector=DINO2023.12 | 43.5 | |
| Efficient TeacherDetector type=One-stage anchor-based, Backbone=YOLOv5l, FLOPS=109.59G2023.02 | 37.9 | |
| MixPLDetector=FCOS2023.12 | 37.3 | |
| Dense TeacherDetector type=One-stage anchor-free, FLOPS=200.59G2023.02 | 37.13 | |
| Dense TeacherDetector=FCOS2023.12 | 37.1 | |
| DSLDetector type=One-stage anchor-free, FLOPS=200.59G2023.02 | 36.22 | |
| DSLDetector=FCOS2023.12 | 36.2 | |
| PseCoDetector type=Two-stage anchor-based, FLOPS=202.31G2023.02 | 36.06 | |
| PseCoThresholding Strategy=Fully automatic2022.12 | 36.06 | |
| LabelMatchThreshold=ACT2022.06 | 35.49 | |
| LabelMatchDetector type=Two-stage anchor-based, FLOPS=202.31G2023.02 | 35.49 | |
| Unbiased Teacher v2Thresholding Strategy=Fully automatic2022.12 | 35.05 | |
| ASTODThresholding Strategy=Fully automatic, Iterations=32022.12 | 34.58 | |
| Omni-DETR2022.03 | 34.1 | |
| Omni-DETRThresholding Strategy=Manual empirical search2022.12 | 34.1 | |
| Efficient TeacherDetector type=One-stage anchor-based, FLOPS=169.61G2023.02 | 34.09 | |
| Soft TeacherThreshold=0.92022.06 | 34.04 | |
| Soft TeacherDetector type=Two-stage anchor-based, FLOPS=202.31G2023.02 | 34.04 | |
| Soft TeacherThresholding Strategy=Manual empirical search2022.12 | 34.04 | |
| Unbiased Teacher v2Detector type=One-stage anchor-free, FLOPS=200.59G2023.02 | 32.61 | |
| Humber teacherDetector type=Two-stage anchor-based, FLOPS=202.31G2023.02 | 31.61 | |
| Humble TeacherThresholding Strategy=Fully automatic2022.12 | 31.61 | |
| Humble Teacher2022.03 | 31.6 | |
| Unbiased Teacher2022.03 | 31.5 | |
| Unbiased TeacherThreshold=0.72022.06 | 31.5 | |
| Unbiased TeacherDetector type=Two-stage anchor-based, FLOPS=204.13G2023.02 | 31.5 | |
| Unbiased TeacherThresholding Strategy=Manual empirical search2022.12 | 31.5 | |
| ISMTThreshold=0.92022.06 | 30.53 | |
| ISMTThresholding Strategy=Manual empirical search2022.12 | 30.53 | |
| Instant TeachingThreshold=0.92022.06 | 30.4 | |
| Instant TeachingDetector type=Two-stage anchor-based, FLOPS=202.31G2023.02 | 30.4 | |
| Instant TeachingThresholding Strategy=Manual empirical search2022.12 | 30.4 | |
| Unbiased Teacher (re-implemented)Detector type=One-stage anchor-based, FLOPS=169.61G2023.02 | 30.34 | |
| Supervised†Thresholding Strategy=Baseline / Teacher2022.12 | 29.34 | |
| Deformable DETRImplementation=Re-implementation2022.03 | 29.2 | |
| STACThreshold=0.92022.06 | 28.64 | |
| STACDetector type=Two-stage anchor-based, FLOPS=202.31G2023.02 | 28.64 | |
| STACThresholding Strategy=Manual empirical search2022.12 | 28.64 | |
| STAC2022.03 | 28.6 | |
| Faster R-CNNImplementation=Re-implementation2022.03 | 25.6 | |
| Supervised (One-stage anchor-based)Detector type=One-stage anchor-based, FLOPS=169.61G2023.02 | 24.04 | |
| Faster R-CNN2022.03 | 23.9 | |
| SupervisedThreshold=N/A2022.06 | 23.86 | |
| Supervised (Two-stage)Detector type=Two-stage anchor-based, FLOPS=202.31G2023.02 | 23.86 | |
| SupervisedThresholding Strategy=Baseline2022.12 | 23.86 | |
| Supervised (One-stage anchor-free)Detector type=One-stage anchor-free, FLOPS=200.59G2023.02 | 23.7 | |
| CSDThresholding Strategy=Fully automatic2022.12 | 22.46 | |
| Omni-DETRAnnotation Budget Strategy (X%B)=80%B2022.03 | 21.5 | |
| Omni-DETRAnnotation Budget Strategy (X%B)=50%B2022.03 | 19.5 | |
| UFO2Annotation Budget Strategy (X%B)=80%B2022.03 | 14.1 | |
| UFO2Annotation Budget Strategy (X%B)=50%B2022.03 | 11.1 | |
| Omni-DETRAnnotation Budget Strategy (X%B)=20%B2022.03 | 9.1 | |
| UFO2Annotation Budget Strategy (X%B)=20%B2022.03 | 4.5 |