Attribution on ImageNet-S (val)
0.709ALRouting Game (RG)
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Routing Game (RG)Backbone=ViT-B/16, Config=τ=0.5, λsm=-10, σ^2=22026.05 | 0.709 | 0.848 | 0.797 | 8.244 | 7.414 | 4.981 | 0.546 | 0.57 | 0.25 | |
| RG+EqBackbone=ViT-B/16, Config=τ=0.5, N=502026.05 | 0.64 | 0.86 | 0.796 | 8.377 | 7.617 | 4.474 | 0.846 | 0.83 | 7.39 | |
| LRP-εBackbone=ViT-B/16, Config=ε=12026.05 | 0.631 | 0.809 | 0.768 | 8.257 | 7.411 | 4.483 | 39.746 | 31.54 | 0.14 | |
| LRP-εBackbone=ViT-B/16, Config=ε=0.52026.05 | 0.597 | 0.74 | 0.728 | 8.23 | 7.312 | 4.502 | 40.961 | 49.734 | 0.13 | |
| DeepLiftBackbone=ViT-B/16, Config=-2026.05 | 0.57 | 0.804 | 0.721 | 8.207 | 7.303 | 4.972 | 0.608 | 0.621 | 0.13 | |
| Routing Game (RG)Backbone=ViT-B/16, Config=anchor2026.05 | 0.555 | 0.77 | 0.755 | 8.176 | 7 | 4.781 | 0.203 | 0.154 | 0.16 | |
| AttnLRPBackbone=ViT-B/16, Config=-2026.05 | 0.552 | 0.719 | 0.685 | 8.225 | 7.33 | 4.533 | 33.217 | 23.742 | 0.14 | |
| RG+EqBackbone=ViT-B/16, Config=N=502026.05 | 0.551 | 0.78 | 0.751 | 8.375 | 7.601 | 4.123 | 0.579 | 0.508 | 7.17 | |
| GAEBackbone=ViT-B/16, Config=-2026.05 | 0.54 | 0.76 | 0.613 | 8.101 | 7.518 | 4.457 | 0.5 | 0.438 | 0.06 | |
| ARBackbone=ViT-B/16, Config=wr=0.252026.05 | 0.526 | 0.72 | 0.674 | 8.437 | 7.97 | 4.567 | 0.239 | 0.234 | 0.02 | |
| LRP-γBackbone=ViT-B/16, Config=ε=0.25, γ=0.12026.05 | 0.519 | 0.673 | 0.666 | 8.258 | 7.344 | 4.4 | 14.314 | 8.776 | 0.29 | |
| TIBAVBackbone=ViT-B/16, Config=-2026.05 | 0.485 | 0.6 | 0.54 | 8.389 | 8.092 | 5.071 | 0.806 | 0.587 | 0.16 | |
| DAVEBackbone=ViT-B/16, Config=N=502026.05 | 0.48 | 0.66 | 0.616 | 8.285 | 7.817 | 4.378 | 0.83 | 0.759 | 2.6 | |
| IntGradBackbone=ViT-B/16, Config=Nsteps=502026.05 | 0.458 | 0.553 | 0.497 | 8.401 | 7.791 | 5.27 | 0.886 | 0.823 | 2.56 | |
| SmGradBackbone=ViT-B/16, Config=Nsample=30, σ=0.22026.05 | 0.427 | 0.551 | 0.469 | 8.376 | 7.908 | 5.818 | 0.467 | 0.386 | 1.52 | |
| GradientBackbone=ViT-B/16, Config=-2026.05 | 0.424 | 0.403 | 0.415 | 8.529 | 8.262 | 5.99 | 2.181 | 1.57 | 0.07 | |
| LRP-|z|Backbone=ViT-B/16, Config=-2026.05 | 0.398 | 0.449 | 0.419 | 8.568 | 8.402 | 6.384 | 64.926 | 156.622 | 0.09 |