Object Detection on PASCAL VOC (AP50, AP50:95)
88.7mAP (AP50:95)MR-DCoT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MR-DCoTBackbone=Swin-T2026.07 | 88.7 | — | |
| SE-COTBackbone=Swin-T2026.07 | 87.6 | — | |
| MR-DCoTBackbone=Res1012026.07 | 85.3 | — | |
| SE-COTBackbone=Res1012026.07 | 82.9 | — | |
| C-Gap2026.07 | 80.5 | — | |
| Faster R-CNN2026.07 | 80.4 | — | |
| DIV2026.07 | 80.1 | — | |
| NP2026.07 | 79.2 | — | |
| YOLO-World + NegASDetector Category=VLM2026.06 | 72.5 | — | |
| YOLO-World_CoOp (baseline)Detector Category=VLM2026.06 | 72.3 | — | |
| YOLO-World (baseline)Detector Category=VLM2026.06 | 69 | — | |
| GroundingDINO + NegASDetector Category=VLM2026.06 | 66.1 | — | |
| GroundingDINO (baseline)Detector Category=VLM2026.06 | 63.8 | — | |
| Siren-vMFDetector Category=Traditional Detector2026.06 | 60.8 | — | |
| Siren-KKNDetector Category=Traditional Detector2026.06 | 60.8 | — | |
| SAFEDetector Category=Traditional Detector2026.06 | 60.8 | — | |
| Gram MatricesDetector Category=Traditional Detector2026.06 | 60.6 | — | |
| Efficient TeacherBackbone=YOLOv5l, Pre-trained backbone=true, FLOPs=109.59G2023.02 | 60.56 | 86.54 | |
| VOSDetector Category=Traditional Detector2026.06 | 60.3 | — | |
| CSIDetector Category=Traditional Detector2026.06 | 59.5 | — | |
| Efficient TeacherBackbone=YOLOv5l, Pre-trained backbone=false, FLOPs=109.59G2023.02 | 58.3 | 81.6 | |
| Unbiased Teacher v2FLOPs=200.59G2023.02 | 56.87 | 81.29 | |
| DSLFLOPs=200.59G2023.02 | 56.8 | 80.7 | |
| Dense TeacherFLOPs=200.59G2023.02 | 55.87 | 79.89 | |
| LabelMatch2022.06 | 55.11 | 85.48 | |
| LabelMatchFLOPs=202.31G2023.02 | 55.11 | 85.48 | |
| Instant Teaching2022.06 | 50 | 79.2 | |
| Instant TeachingFLOPs=202.31G2023.02 | 50 | 79.2 | |
| Unbiased Teacher2022.06 | 48.69 | 77.37 | |
| Unbiased TeacherFLOPs=204.13G2023.02 | 48.69 | 77.37 | |
| ISMT2022.06 | 46.23 | 77.23 | |
| STAC2022.06 | 44.64 | 77.45 | |
| STACFLOPs=202.31G2023.02 | 44.64 | 77.45 | |
| Supervised2022.06 | 42.13 | 72.63 |