Adversarial Attack on SAM-1B subset 1.0 (test)
78.71mIoUAttack-SAM-K
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Attack-SAM-KTarget Model=SAM-H, Evaluation Protocol=black-box2024.04 | 78.71 | 12.93 | 3.51 | |
| ILPDTarget Model=SAM-H, Evaluation Protocol=black-box2024.04 | 77.52 | 14.37 | 5.18 | |
| TAPTarget Model=SAM-H, Evaluation Protocol=black-box2024.04 | 77.36 | 14.55 | 5.31 | |
| Attack-SAM-KTarget Model=SAM-L, Evaluation Protocol=black-box2024.04 | 77.14 | 14.46 | 4.13 | |
| ILPDTarget Model=SAM-L, Evaluation Protocol=black-box2024.04 | 75.17 | 16.82 | 6.59 | |
| TAPTarget Model=SAM-L, Evaluation Protocol=black-box2024.04 | 75.12 | 16.96 | 6.68 | |
| PATA++Target Model=SAM-H, Evaluation Protocol=black-box2024.04 | 73.16 | 18.84 | 7.22 | |
| PATATarget Model=SAM-H, Evaluation Protocol=black-box2024.04 | 73.07 | 18.66 | 7.3 | |
| AATarget Model=SAM-H, Evaluation Protocol=black-box2024.04 | 72.87 | 19.13 | 7.39 | |
| PATA++Target Model=SAM-L, Evaluation Protocol=black-box2024.04 | 71.02 | 21.16 | 8.38 | |
| PATATarget Model=SAM-L, Evaluation Protocol=black-box2024.04 | 70.81 | 21.27 | 8.62 | |
| AATarget Model=SAM-L, Evaluation Protocol=black-box2024.04 | 70.7 | 21.49 | 8.67 | |
| UADTarget Model=SAM-H, Evaluation Protocol=black-box2024.04 | 68.96 | 23.42 | 10.23 | |
| Attack-SAM-KTarget Model=SAM-B, Evaluation Protocol=white-box2024.04 | 68.07 | 24.1 | 6.87 | |
| UADTarget Model=SAM-L, Evaluation Protocol=black-box2024.04 | 66.07 | 26.44 | 12.27 | |
| TAPTarget Model=SAM-B, Evaluation Protocol=white-box2024.04 | 63.49 | 29.69 | 13.12 | |
| ILPDTarget Model=SAM-B, Evaluation Protocol=white-box2024.04 | 63.21 | 30.15 | 13.09 | |
| PATA++Target Model=SAM-B, Evaluation Protocol=white-box2024.04 | 61.54 | 32 | 12.94 | |
| PATATarget Model=SAM-B, Evaluation Protocol=white-box2024.04 | 61.36 | 32.23 | 13.04 | |
| AATarget Model=SAM-B, Evaluation Protocol=white-box2024.04 | 61.06 | 32.48 | 13.11 | |
| UADTarget Model=SAM-B, Evaluation Protocol=white-box2024.04 | 51.53 | 43.89 | 20.79 | |
| Attack-SAM-KTarget Model=FastSAM, Evaluation Protocol=black-box2024.04 | 38.13 | 59.9 | 48.43 | |
| ILPDTarget Model=FastSAM, Evaluation Protocol=black-box2024.04 | 37.84 | 60.3 | 49.02 | |
| TAPTarget Model=FastSAM, Evaluation Protocol=black-box2024.04 | 37.67 | 60.53 | 49.45 | |
| PATA++Target Model=FastSAM, Evaluation Protocol=black-box2024.04 | 32.85 | 65.69 | 54.65 | |
| PATATarget Model=FastSAM, Evaluation Protocol=black-box2024.04 | 32.74 | 65.66 | 54.97 | |
| AATarget Model=FastSAM, Evaluation Protocol=black-box2024.04 | 32.64 | 65.86 | 55.1 | |
| UADTarget Model=FastSAM, Evaluation Protocol=black-box2024.04 | 28.83 | 69.95 | 59.63 |