Prediction Cause Analysis on VGG-Sound
26.56Avg Highest Confidence (Top 25%)LIMA
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LIMABackbone=LanguageBind, Grid size=10 x 102025.04 | 26.56 | 41.95 | 55.43 | 57.67 | 30.22 | |
| LIMABackbone=ImageBind, Grid size=10 x 102025.04 | 9.55 | 19.78 | 39.92 | 50.28 | 18.13 | |
| Integrated GradientsBackbone=LanguageBind2025.04 | 5.74 | 10.92 | 17.47 | 42.54 | 11.53 | |
| RISEBackbone=LanguageBind2025.04 | 4.78 | 14.15 | 22.83 | 27.99 | 10.01 | |
| HSIC-AttributionBackbone=LanguageBind2025.04 | 3.65 | 7.11 | 12.13 | 18.21 | 5.32 | |
| HSIC-AttributionBackbone=ImageBind2025.04 | 1.07 | 4.41 | 6.09 | 16.57 | 2.01 | |
| Integrated GradientsBackbone=ImageBind2025.04 | 0.81 | 3.18 | 7.76 | 39.04 | 4.6 | |
| RISEBackbone=ImageBind2025.04 | 0.64 | 5.33 | 15.47 | 25.46 | 3.85 |