Image Captioning on COCO (ASR/CU Robustness Metrics)
99.22BadNet ASRNo defense
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| No defenseDefense=None2026.03 | 99.22 | 135.7 | 99.61 | 125.39 | 98.05 | 125.07 | 98.83 | 126.88 | 100 | 125.98 | 100 | 104.13 | |
| BlurDefense=Blur2026.03 | 84.77 | 140.88 | 97.27 | 114.39 | 99.61 | 122.3 | 99.22 | 121.68 | 98.83 | 129.85 | 99.61 | 99.42 | |
| SampDetoxDefense=SampDetox2026.03 | 40.62 | 138.48 | 90.23 | 120.34 | 92.58 | 118.13 | 87.5 | 119 | 96.09 | 133.19 | 94.53 | 98.29 | |
| ZIPDefense=ZIP2026.03 | 34.25 | 125.79 | 65.23 | 117.84 | 54.69 | 116.38 | 5.86 | 119.63 | 89.84 | 123.45 | 89.45 | 101.42 | |
| ST defenseDefense=ST defense2026.03 | 31.25 | 130.57 | 87.5 | 129.53 | 43.75 | 118.77 | 59.38 | 115.92 | 94.14 | 101.74 | 96.88 | 72.84 | |
| BDMAEDefense=BDMAE2026.03 | 26.95 | 128.75 | 96.09 | 111.57 | 96.48 | 119.36 | 98.83 | 57.97 | 77.73 | 112.79 | 85.16 | 85.62 | |
| CleanSightDefense=CleanSight2026.03 | 0 | 133.28 | 0 | 123.99 | 0 | 124.61 | 0.39 | 126.88 | 0 | 123.66 | 0.39 | 102.6 |