Explainability on ImageNet 1000 samples (val)
1.634InfidelityPullbackAscent
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PullbackAscentBackbone=PVT2025.07 | 1.634 | 12.2 | 20.1 | 21.9 | 0.855 | 12.1 | |
| GradientAscentBackbone=PVT2025.07 | 4.506 | 11.8 | 6 | 16.4 | 1.242 | 0.6 | |
| SmoothPullbackBackbone=PVT2025.07 | 4.974 | 10.2 | 14.6 | 23.1 | 0.519 | 0.8 | |
| FusionPullbackBackbone=PVT2025.07 | 5.156 | 9.3 | 11.4 | 20 | 0.753 | 0.7 | |
| SoftPullbackBackbone=PVT2025.07 | 6.264 | 11.9 | 16 | 16.4 | 1.066 | 0.6 | |
| FusionGradBackbone=PVT2025.07 | 6.673 | 10.1 | 14.4 | 26.2 | 0.979 | 0 | |
| SmoothGradBackbone=PVT2025.07 | 8.798 | 9.6 | 17.1 | 28 | 0.569 | 1.2 | |
| GradientBackbone=PVT2025.07 | 8.914 | 10.5 | 11.7 | 18.5 | 1.034 | 0.3 | |
| GradientShapBackbone=PVT2025.07 | 12.433 | 6.7 | 17.7 | 16.9 | 2.471 | 0.3 | |
| IGBackbone=PVT2025.07 | 12.578 | 6.8 | 15.7 | 17 | 1.374 | 0.8 | |
| DeepLiftBackbone=PVT2025.07 | 13.132 | 8.5 | 18.4 | 18.6 | 1.047 | 2.9 |