Object Detection on ObjDet (OD)
62.36mAP50Benign
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BenignArchitecture=DETR2025.06 | 62.36 | — | |
| BenignArchitecture=Faster R-CNN2025.06 | 61.01 | — | |
| CDAArchitecture=Faster R-CNN2025.06 | 32.78 | — | |
| LTPArchitecture=Faster R-CNN2025.06 | 29.39 | — | |
| PDCLArchitecture=Faster R-CNN2025.06 | 28.48 | — | |
| BIAArchitecture=Faster R-CNN2025.06 | 28.43 | — | |
| GAMAArchitecture=Faster R-CNN2025.06 | 28.01 | — | |
| FACLArchitecture=Faster R-CNN2025.06 | 27.94 | — | |
| CDAArchitecture=DETR2025.06 | 26.29 | — | |
| LTPArchitecture=DETR2025.06 | 22.41 | — | |
| PDCLArchitecture=DETR2025.06 | 21.38 | — | |
| BIAArchitecture=DETR2025.06 | 21.01 | — | |
| FACLArchitecture=DETR2025.06 | 20.91 | — | |
| GAMAArchitecture=DETR2025.06 | 20.71 | — | |
| GAMA w/ OursArchitecture=DETR, mode=improvement (Δ%p)2025.06 | 0.08 | — | |
| BIA w/ OursArchitecture=Faster R-CNN, mode=improvement (Δ%p)2025.06 | -0.09 | — | |
| LTP w/ OursArchitecture=DETR, mode=improvement (Δ%p)2025.06 | -0.23 | — | |
| BIA w/ OursArchitecture=DETR, mode=improvement (Δ%p)2025.06 | -0.29 | — | |
| FACL w/ OursArchitecture=Faster R-CNN, mode=improvement (Δ%p)2025.06 | -0.3 | — | |
| GAMA w/ OursArchitecture=Faster R-CNN, mode=improvement (Δ%p)2025.06 | -0.41 | — | |
| CDA w/ OursArchitecture=DETR, mode=improvement (Δ%p)2025.06 | -0.61 | — | |
| FACL w/ OursArchitecture=DETR, mode=improvement (Δ%p)2025.06 | -0.62 | — | |
| PDCL w/ OursArchitecture=DETR, mode=improvement (Δ%p)2025.06 | -0.65 | — | |
| CDA w/ OursArchitecture=Faster R-CNN, mode=improvement (Δ%p)2025.06 | -0.8 | — | |
| PDCL w/ OursArchitecture=Faster R-CNN, mode=improvement (Δ%p)2025.06 | -0.82 | — | |
| LTP w/ OursArchitecture=Faster R-CNN, mode=improvement (Δ%p)2025.06 | -2.54 | — | |
| BenignArchitecture=Average2025.06 | — | 61.69 | |
| BIAArchitecture=Average2025.06 | — | 24.72 | |
| BIA w/ OursArchitecture=Average, mode=improvement (Δ%p)2025.06 | — | -0.2 | |
| CDAArchitecture=Average2025.06 | — | 29.54 | |
| CDA w/ OursArchitecture=Average, mode=improvement (Δ%p)2025.06 | — | -0.71 | |
| FACLArchitecture=Average2025.06 | — | 24.43 | |
| FACL w/ OursArchitecture=Average, mode=improvement (Δ%p)2025.06 | — | -0.46 | |
| GAMAArchitecture=Average2025.06 | — | 24.36 | |
| GAMA w/ OursArchitecture=Average, mode=improvement (Δ%p)2025.06 | — | -0.16 | |
| LTPArchitecture=Average2025.06 | — | 25.9 | |
| LTP w/ OursArchitecture=Average, mode=improvement (Δ%p)2025.06 | — | -1.39 | |
| PDCLArchitecture=Average2025.06 | — | 24.93 | |
| PDCL w/ OursArchitecture=Average, mode=improvement (Δ%p)2025.06 | — | -0.73 |