Object Detection on PTSD (test)
97.75ASR@50BadDet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BadDetModel=Faster RCNN, Trigger Position=Random2026.01 | 97.75 | 99.54 | |
| BadDetModel=Faster RCNN, Trigger Position=Fixed2026.01 | 94.06 | 99.01 | |
| BadDet+Model=Faster RCNN, Trigger Position=Fixed2026.01 | 89.8 | 26.79 | |
| BadDet+Model=Faster RCNN, Trigger Position=Random2026.01 | 85.77 | 28.77 | |
| BadDet+Model=FCOS, Trigger Position=Fixed2026.01 | 85.16 | 44.41 | |
| BadDet+Model=DINO, Trigger Position=Fixed2026.01 | 85.16 | — | |
| BadDetModel=YOLOv5, Trigger Position=Fixed2026.01 | 82.08 | 21.77 | |
| BadDet+Model=DINO, Trigger Position=Fixed2026.01 | 81.54 | 18.53 | |
| BadDetModel=YOLOv5, Trigger Position=Random2026.01 | 81.2 | 17.88 | |
| BadDet+Model=DINO, Trigger Position=Random2026.01 | 80.78 | 19.03 | |
| BadDet+Model=FCOS, Trigger Position=Random2026.01 | 80.59 | 39.69 | |
| BadDetModel=DINO, Trigger Position=Fixed2026.01 | 79.83 | 22.18 | |
| BadDetModel=FCOS, Trigger Position=Fixed2026.01 | 79.79 | 81.24 | |
| BadDet+Model=DINO, Trigger Position=Random2026.01 | 76.75 | — | |
| MorphModel=FCOS, Trigger Position=Fixed2026.01 | 76.71 | 82.72 | |
| MorphModel=Faster RCNN, Trigger Position=Fixed2026.01 | 75.72 | 83.98 | |
| BadDetModel=DINO, Trigger Position=Random2026.01 | 75.23 | 28.69 | |
| MorphModel=YOLOv5, Trigger Position=Fixed2026.01 | 73.71 | 30.1 | |
| BadDetModel=FCOS, Trigger Position=Random2026.01 | 73.48 | 84.25 | |
| UBA BoxModel=DINO, Trigger Position=Random2026.01 | 71.69 | — | |
| UBA BoxModel=DINO, Trigger Position=Fixed2026.01 | 70.28 | — | |
| BadDet+Model=YOLOv5, Trigger Position=Random2026.01 | 68.8 | — | |
| BadDet+Model=YOLOv5, Trigger Position=Fixed2026.01 | 67.66 | 30.9 | |
| BadDet+Model=YOLOv5, Trigger Position=Random2026.01 | 67.43 | 34.63 | |
| MorphModel=YOLOv5, Trigger Position=Random2026.01 | 66.55 | 41.63 | |
| BadDet+Model=YOLOv5, Trigger Position=Fixed2026.01 | 65.56 | — | |
| BadDet+Model=Faster RCNN, Trigger Position=Random2026.01 | 63.2 | — | |
| BadDet+Model=FCOS, Trigger Position=Random2026.01 | 62.25 | — | |
| BadDet+Model=Faster RCNN, Trigger Position=Fixed2026.01 | 61.95 | — | |
| BadDet+Model=FCOS, Trigger Position=Fixed2026.01 | 59.59 | — | |
| MorphModel=FCOS, Trigger Position=Random2026.01 | 56.51 | 83.94 | |
| MorphModel=DINO, Trigger Position=Fixed2026.01 | 54.87 | — | |
| MorphModel=DINO, Trigger Position=Random2026.01 | 53.77 | — | |
| MorphModel=YOLOv5, Trigger Position=Fixed2026.01 | 50.65 | — | |
| MorphModel=Faster RCNN, Trigger Position=Random2026.01 | 49.77 | 90.37 | |
| MorphModel=YOLOv5, Trigger Position=Random2026.01 | 46.04 | — | |
| MorphModel=DINO, Trigger Position=Fixed2026.01 | 42.12 | 34.32 | |
| UBAModel=YOLOv5, Trigger Position=Fixed2026.01 | 38.05 | — | |
| UBA BoxModel=YOLOv5, Trigger Position=Fixed2026.01 | 35.5 | — | |
| UBAModel=DINO, Trigger Position=Fixed2026.01 | 27.13 | — | |
| UBAModel=YOLOv5, Trigger Position=Random2026.01 | 20.93 | — | |
| UBA BoxModel=YOLOv5, Trigger Position=Random2026.01 | 20.05 | — | |
| UBAModel=FCOS, Trigger Position=Fixed2026.01 | 15.37 | — | |
| MorphModel=FCOS, Trigger Position=Fixed2026.01 | 15.22 | — | |
| UBA BoxModel=FCOS, Trigger Position=Random2026.01 | 14.73 | — | |
| UBA BoxModel=FCOS, Trigger Position=Fixed2026.01 | 14.54 | — | |
| MorphModel=DINO, Trigger Position=Random2026.01 | 14.42 | 81.93 | |
| UBAModel=FCOS, Trigger Position=Random2026.01 | 13.32 | — | |
| MorphModel=FCOS, Trigger Position=Random2026.01 | 12.48 | — | |
| MorphModel=Faster RCNN, Trigger Position=Fixed2026.01 | 7.72 | — | |
| UBAModel=DINO, Trigger Position=Random2026.01 | 4.6 | — | |
| MorphModel=Faster RCNN, Trigger Position=Random2026.01 | 2.59 | — | |
| UBA BoxModel=Faster RCNN, Trigger Position=Random2026.01 | 0.57 | — | |
| UBAModel=Faster RCNN, Trigger Position=Fixed2026.01 | 0.53 | — | |
| UBA BoxModel=Faster RCNN, Trigger Position=Fixed2026.01 | 0.53 | — | |
| UBAModel=Faster RCNN, Trigger Position=Random2026.01 | 0.49 | — |