Object Detection on MTSD (test)
58.1mAPBadDet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BadDetModel=DINO, Trigger Position=Fixed2026.01 | 58.1 | 94.05 | 5.77 | |
| BadDet+Model=YOLOv5, Trigger Position=Fixed2026.01 | 57.76 | 91.97 | 7.54 | |
| UBAModel=DINO, Trigger Position=Random2026.01 | 57.74 | 8.08 | — | |
| MorphModel=FCOS, Trigger Position=Fixed2026.01 | 57.46 | 59.98 | 84.16 | |
| BadDet+Model=YOLOv5, Trigger Position=Random2026.01 | 57.23 | 87.04 | 14 | |
| BadDet+Model=YOLOv5, Trigger Position=Fixed2026.01 | 57.2 | 92.95 | — | |
| BadDet+Model=DINO, Trigger Position=Fixed2026.01 | 57.02 | 95.74 | 2 | |
| MorphModel=FCOS, Trigger Position=Fixed2026.01 | 56.94 | 13.21 | — | |
| MorphModel=FCOS, Trigger Position=Random2026.01 | 56.56 | 36.94 | 92.54 | |
| BadDet+Model=FCOS, Trigger Position=Fixed2026.01 | 56.43 | 96.41 | 6.75 | |
| BadDet+Model=FCOS, Trigger Position=Fixed2026.01 | 56.43 | 93.77 | — | |
| MorphModel=FCOS, Trigger Position=Random2026.01 | 56.43 | 7.44 | — | |
| UBA BoxModel=DINO, Trigger Position=Fixed2026.01 | 56.29 | 94.4 | — | |
| BadDetModel=YOLOv5, Trigger Position=Fixed2026.01 | 56.28 | 96.57 | 3.14 | |
| UBA BoxModel=DINO, Trigger Position=Random2026.01 | 56.01 | 87.22 | — | |
| BadDet+Model=FCOS, Trigger Position=Random2026.01 | 55.86 | 93.13 | 16.96 | |
| UBAModel=FCOS, Trigger Position=Fixed2026.01 | 55.53 | 61.91 | — | |
| UBA BoxModel=FCOS, Trigger Position=Fixed2026.01 | 55.29 | 59.02 | — | |
| BadDetModel=FCOS, Trigger Position=Fixed2026.01 | 55.19 | 93.25 | 34.46 | |
| BadDetModel=YOLOv5, Trigger Position=Random2026.01 | 54.94 | 93.25 | 7.64 | |
| UBA BoxModel=YOLOv5, Trigger Position=Fixed2026.01 | 54.94 | 65.05 | — | |
| BadDet+Model=FCOS, Trigger Position=Random2026.01 | 54.82 | 83.68 | — | |
| BadDet+Model=YOLOv5, Trigger Position=Random2026.01 | 54.76 | 87.08 | — | |
| UBAModel=YOLOv5, Trigger Position=Fixed2026.01 | 54.73 | 65.32 | — | |
| UBAModel=FCOS, Trigger Position=Random2026.01 | 54.68 | 32.79 | — | |
| UBAModel=DINO, Trigger Position=Fixed2026.01 | 54.61 | 27.99 | — | |
| BadDet+Model=DINO, Trigger Position=Random2026.01 | 54.32 | 92.31 | — | |
| UBAModel=YOLOv5, Trigger Position=Random2026.01 | 54.31 | 22.63 | — | |
| MorphModel=Faster RCNN, Trigger Position=Fixed2026.01 | 54.22 | 12.89 | — | |
| MorphModel=Faster RCNN, Trigger Position=Random2026.01 | 54.13 | 4.21 | — | |
| BadDetModel=DINO, Trigger Position=Random2026.01 | 54.1 | 83.39 | 14.35 | |
| UBA BoxModel=YOLOv5, Trigger Position=Random2026.01 | 54.07 | 17.32 | — | |
| BadDet+Model=Faster RCNN, Trigger Position=Fixed2026.01 | 54.02 | 94.9 | — | |
| BadDet+Model=Faster RCNN, Trigger Position=Fixed2026.01 | 53.98 | 97.77 | 4.12 | |
| MorphModel=Faster RCNN, Trigger Position=Fixed2026.01 | 53.93 | 70.62 | 84.48 | |
| UBA BoxModel=FCOS, Trigger Position=Random2026.01 | 53.87 | 27.51 | — | |
| BadDet+Model=Faster RCNN, Trigger Position=Random2026.01 | 53.72 | 89.38 | — | |
| MorphModel=DINO, Trigger Position=Random2026.01 | 53.66 | 14.03 | 74.42 | |
| BadDetModel=FCOS, Trigger Position=Random2026.01 | 53.53 | 84.9 | 66.96 | |
| BadDet+Model=Faster RCNN, Trigger Position=Random2026.01 | 53.46 | 97.04 | 9.13 | |
| BadDet+Model=DINO, Trigger Position=Random2026.01 | 53.35 | 90.43 | 5.39 | |
| BadDet+Model=DINO, Trigger Position=Fixed2026.01 | 53.19 | 97.75 | — | |
| MorphModel=YOLOv5, Trigger Position=Fixed2026.01 | 52.85 | 66.37 | 31.44 | |
| MorphModel=Faster RCNN, Trigger Position=Random2026.01 | 52.22 | 38.41 | 93.67 | |
| MorphModel=YOLOv5, Trigger Position=Random2026.01 | 51.56 | 58.61 | 46 | |
| UBA BoxModel=Faster RCNN, Trigger Position=Random2026.01 | 50.68 | 3.93 | — | |
| UBA BoxModel=Faster RCNN, Trigger Position=Fixed2026.01 | 50.4 | 4.21 | — | |
| UBAModel=Faster RCNN, Trigger Position=Random2026.01 | 49.89 | 0 | — | |
| UBAModel=Faster RCNN, Trigger Position=Fixed2026.01 | 49.53 | 4.04 | — | |
| BadDetModel=Faster RCNN, Trigger Position=Fixed2026.01 | 48.74 | 95.74 | 85.74 | |
| MorphModel=DINO, Trigger Position=Fixed2026.01 | 48.31 | 22.32 | 41.74 | |
| BadDetModel=Faster RCNN, Trigger Position=Random2026.01 | 47.48 | 93.96 | 97.87 | |
| MorphModel=DINO, Trigger Position=Random2026.01 | 47.15 | 57.44 | — | |
| MorphModel=YOLOv5, Trigger Position=Fixed2026.01 | 45.6 | 54.37 | — | |
| MorphModel=YOLOv5, Trigger Position=Random2026.01 | 45.57 | 49.51 | — | |
| MorphModel=DINO, Trigger Position=Fixed2026.01 | 41.35 | 64.29 | — |