Image Captioning on Flickr8k (Robustness Metrics)
1.56BadNet ASRCleanSight
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CleanSightDefense=CleanSight2026.03 | 1.56 | 131.15 | 2.34 | 131.13 | 0 | 126.93 | 0 | 120.9 | 4.65 | 95.48 | 2.18 | 85.91 | |
| ZIPDefense=ZIP2026.03 | 58.11 | 120.75 | 91.41 | 121.6 | 52.34 | 119.18 | 1.95 | 117.7 | 68.36 | 94.58 | 76.17 | 94.44 | |
| SampDetoxDefense=SampDetox2026.03 | 62.11 | 132.11 | 94.92 | 129.68 | 82.42 | 129.69 | 78.52 | 127.55 | 77.73 | 99.21 | 82.81 | 87.5 | |
| BDMAEDefense=BDMAE2026.03 | 62.5 | 99.76 | 96.09 | 118.1 | 87.5 | 110.25 | 99.61 | 62.14 | 44.53 | 83.5 | 51.95 | 85.51 | |
| ST defenseDefense=ST defense2026.03 | 70.31 | 109.39 | 85.16 | 115.76 | 8.2 | 72.38 | 62.5 | 120.3 | 34.72 | 97.61 | 13.28 | 86.44 | |
| BlurDefense=Blur2026.03 | 96.88 | 126.59 | 93.36 | 130.37 | 85.55 | 133.68 | 98.83 | 129.38 | 91.8 | 98.03 | 89.84 | 102.06 | |
| No defenseDefense=None2026.03 | 99.61 | 133.23 | 98.05 | 133.63 | 92.13 | 131.52 | 98.44 | 126.58 | 94.92 | 104.04 | 98.83 | 104.16 |