Audio Classification Attribution on VGG-Sound (val)
14.56Deletion AUCKernel SHAP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Kernel SHAPBackbone=LanguageBind [29]2025.04 | 14.56 | 17.85 | |
| LIMEBackbone=ImageBind [28]2025.04 | 13.75 | 14.22 | |
| Kernel SHAPBackbone=ImageBind [28]2025.04 | 13.16 | 14.36 | |
| LIMEBackbone=LanguageBind [29]2025.04 | 10.92 | 21.64 | |
| SaliencyBackbone=LanguageBind [29]2025.04 | 10.24 | 21.84 | |
| SaliencyBackbone=ImageBind [28]2025.04 | 9.99 | 18.23 | |
| Sobol-AttributionBackbone=LanguageBind [29]2025.04 | 9.56 | 22.35 | |
| VarGradBackbone=LanguageBind [29]2025.04 | 9.55 | 26.43 | |
| OcclusionBackbone=LanguageBind [29]2025.04 | 9.11 | 20.52 | |
| HSIC-AttributionBackbone=LanguageBind [29]2025.04 | 9.04 | 22.7 | |
| HSIC-AttributionBackbone=ImageBind [28]2025.04 | 8.91 | 14.18 | |
| Square-GradBackbone=LanguageBind [29]2025.04 | 8.88 | 26.97 | |
| Sobol-AttributionBackbone=ImageBind [28]2025.04 | 8.81 | 14.29 | |
| LIMABackbone=LanguageBind [29], Patch size=8 × 82025.04 | 8.06 | 53.62 | |
| RISEBackbone=LanguageBind [29]2025.04 | 8 | 28.79 | |
| RISEBackbone=ImageBind [28]2025.04 | 7.82 | 19.52 | |
| VarGradBackbone=ImageBind [28]2025.04 | 7.55 | 21.21 | |
| Square-GradBackbone=ImageBind [28]2025.04 | 7.48 | 21.2 | |
| SmoothGradBackbone=ImageBind [28]2025.04 | 7.34 | 9.55 | |
| OcclusionBackbone=ImageBind [28]2025.04 | 7.07 | 16.5 | |
| SmoothGradBackbone=LanguageBind [29]2025.04 | 5.35 | 16.64 | |
| LIMABackbone=LanguageBind [29], Patch size=10 × 102025.04 | 4.58 | 51.72 | |
| LIMABackbone=ImageBind [28], Patch size=8 × 82025.04 | 4.25 | 41.64 | |
| LIMABackbone=ImageBind [28], Patch size=10 × 102025.04 | 3.29 | 38.99 | |
| Gradient-InputBackbone=ImageBind [28]2025.04 | 3.26 | 12.57 | |
| Integrated GradientsBackbone=ImageBind [28]2025.04 | 3.13 | 12.92 | |
| Gradient-InputBackbone=LanguageBind [29]2025.04 | 2.43 | 13.88 | |
| Integrated GradientsBackbone=LanguageBind [29]2025.04 | 1.65 | 21.53 |