Object Detection on Vehicle Detection (test)
73.95AP@0.5ORI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ORITarget Model=Yolo-X, Architecture=One-Stage, Black-box Transferability=true2026.03 | 73.95 | — | |
| ORITarget Model=PVT, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 73.12 | — | |
| FCATarget Model=PVT, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 68.75 | — | |
| FCATarget Model=Yolo-X, Architecture=One-Stage, Black-box Transferability=true2026.03 | 65.5 | — | |
| ORITarget Model=Mask R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 62.7 | — | |
| ORITarget Model=Deformable-DETR, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 58.77 | — | |
| ORITarget Model=Faster R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 57.12 | — | |
| DTATarget Model=PVT, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 56 | — | |
| ORITarget Model=Yolo-V3, Architecture=One-Stage, Black-box Transferability=false2026.03 | 52.51 | — | |
| RAUCATarget Model=PVT, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 50.81 | — | |
| FCATarget Model=Yolo-V3, Architecture=One-Stage, Black-box Transferability=false2026.03 | 49.82 | — | |
| GRACTarget Model=PVT, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 45.63 | — | |
| ACTIVETarget Model=PVT, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 41.6 | — | |
| FCATarget Model=Deformable-DETR, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 40.7 | — | |
| DTATarget Model=Yolo-X, Architecture=One-Stage, Black-box Transferability=true2026.03 | 40.69 | — | |
| RAUCA-E2ETarget Model=PVT, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 40.41 | — | |
| FCATarget Model=Mask R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 40.35 | — | |
| ACTIVETarget Model=Yolo-X, Architecture=One-Stage, Black-box Transferability=true2026.03 | 37.49 | — | |
| GRACTarget Model=Yolo-X, Architecture=One-Stage, Black-box Transferability=true2026.03 | 36.95 | — | |
| RAUCATarget Model=Yolo-X, Architecture=One-Stage, Black-box Transferability=true2026.03 | 36.43 | — | |
| GCACTarget Model=PVT, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 35.56 | — | |
| FCATarget Model=Faster R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 35.11 | — | |
| DTATarget Model=Yolo-V3, Architecture=One-Stage, Black-box Transferability=false2026.03 | 34.62 | — | |
| PGATarget Model=PVT, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 33.82 | — | |
| DTATarget Model=Mask R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 31.43 | — | |
| GCACTarget Model=Yolo-X, Architecture=One-Stage, Black-box Transferability=true2026.03 | 30.84 | — | |
| PGATarget Model=Yolo-X, Architecture=One-Stage, Black-box Transferability=true2026.03 | 30.22 | — | |
| DTATarget Model=Deformable-DETR, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 29.24 | — | |
| R-PGATarget Model=PVT, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 25.21 | — | |
| DTATarget Model=Faster R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 22.92 | — | |
| ACTIVETarget Model=Deformable-DETR, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 21.75 | — | |
| ACTIVETarget Model=Yolo-V3, Architecture=One-Stage, Black-box Transferability=false2026.03 | 19.34 | — | |
| GRACTarget Model=Mask R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 18.88 | — | |
| RAUCATarget Model=Yolo-V3, Architecture=One-Stage, Black-box Transferability=false2026.03 | 18.69 | — | |
| ACTIVETarget Model=Mask R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 18.41 | — | |
| RAUCATarget Model=Mask R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 17.25 | — | |
| GCACTarget Model=Mask R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 16.14 | — | |
| PGATarget Model=Mask R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 15.3 | — | |
| GRACTarget Model=Yolo-V3, Architecture=One-Stage, Black-box Transferability=false2026.03 | 15.15 | — | |
| RAUCATarget Model=Faster R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 14.74 | — | |
| ACTIVETarget Model=Faster R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 14.6 | — | |
| GRACTarget Model=Faster R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 13.89 | — | |
| RAUCA-E2ETarget Model=Mask R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 13.05 | — | |
| RAUCA-E2ETarget Model=Yolo-X, Architecture=One-Stage, Black-box Transferability=true2026.03 | 13.03 | — | |
| GCACTarget Model=Faster R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 12.16 | — | |
| GCACTarget Model=Yolo-V3, Architecture=One-Stage, Black-box Transferability=false2026.03 | 12.07 | — | |
| RAUCA-E2ETarget Model=Yolo-V3, Architecture=One-Stage, Black-box Transferability=false2026.03 | 11.21 | — | |
| RAUCATarget Model=Deformable-DETR, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 10.59 | — | |
| GRACTarget Model=Deformable-DETR, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 10.52 | — | |
| GCACTarget Model=Deformable-DETR, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 9.49 | — | |
| PGATarget Model=Faster R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 6.23 | — | |
| R-PGATarget Model=Mask R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 5.65 | — | |
| PGATarget Model=Deformable-DETR, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 5.62 | — | |
| RAUCA-E2ETarget Model=Deformable-DETR, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 3.89 | — | |
| R-PGATarget Model=Yolo-X, Architecture=One-Stage, Black-box Transferability=true2026.03 | 3.25 | — | |
| PGATarget Model=Yolo-V3, Architecture=One-Stage, Black-box Transferability=false2026.03 | 3.18 | — | |
| RAUCA-E2ETarget Model=Faster R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 2.56 | — | |
| R-PGATarget Model=Yolo-V3, Architecture=One-Stage, Black-box Transferability=false2026.03 | 2.27 | — | |
| R-PGATarget Model=Faster R-CNN, Architecture=Two-Stage, Black-box Transferability=true2026.03 | 2.23 | — | |
| R-PGATarget Model=Deformable-DETR, Architecture=Transformer-based, Black-box Transferability=true2026.03 | 2.06 | — | |
| ACTIVETarget Model=All Models (Average)2026.03 | — | 23.76 | |
| DTATarget Model=All Models (Average)2026.03 | — | 32.4 | |
| FCATarget Model=All Models (Average)2026.03 | — | 47.58 | |
| GCACTarget Model=All Models (Average)2026.03 | — | 17.93 | |
| GRACTarget Model=All Models (Average)2026.03 | — | 21.6 | |
| ORITarget Model=All Models (Average)2026.03 | — | 61.26 | |
| PGATarget Model=All Models (Average)2026.03 | — | 15.72 | |
| R-PGATarget Model=All Models (Average)2026.03 | — | 6.77 | |
| RAUCATarget Model=All Models (Average)2026.03 | — | 22.56 | |
| RAUCA-E2ETarget Model=All Models (Average)2026.03 | — | 13.33 |