Image Attribution Evaluation on Pascal VOC 2012 (test)
0.459ALRG
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RGConfig=τ=0.5, λ=−1, λsm=−10, Backbone=ViT-B/16, t/img=0.252026.05 | 0.459 | 0.585 | 0.522 | 3.316 | 2.911 | 2.031 | 0.568 | 0.478 | |
| RG+EqConfig=τ=0.5, N=50, Backbone=ViT-B/16, t/img=7.392026.05 | 0.438 | 0.618 | 0.572 | 3.325 | 3.027 | 2.019 | 0.882 | 0.867 | |
| LRP-εConfig=ε=2, Backbone=ViT-B/16, t/img=0.142026.05 | 0.4 | 0.564 | 0.511 | 3.259 | 2.857 | 2.002 | 1.561 | 1.301 | |
| AttnLRPConfig=ε=1.0 (val-tuned), Backbone=ViT-B/16, t/img=0.122026.05 | 0.394 | 0.55 | 0.505 | 3.217 | 2.807 | 2.011 | 3.812 | — | |
| GAEConfig=–, Backbone=ViT-B/16, t/img=0.072026.05 | 0.377 | 0.734 | 0.541 | 2.838 | 2.414 | 1.65 | 0.482 | 0.423 | |
| RG+EqConfig=N=50, Backbone=ViT-B/16, t/img=7.172026.05 | 0.362 | 0.614 | 0.568 | 3.295 | 2.935 | 1.905 | 0.539 | 0.523 | |
| RGConfig=α=2, β=1, ε=0.5, τ=1, Backbone=ViT-B/16, t/img=0.162026.05 | 0.357 | 0.563 | 0.522 | 3.203 | 2.633 | 1.907 | 0.171 | 0.148 | |
| DeepLiftConfig=–, Backbone=ViT-B/16, t/img=0.132026.05 | 0.356 | 0.543 | 0.463 | 3.156 | 2.697 | 1.987 | 0.834 | 0.677 | |
| LRP-γConfig=ε=0.5, γ=0.1, Backbone=ViT-B/16, t/img=0.292026.05 | 0.349 | 0.497 | 0.455 | 3.22 | 2.777 | 2.024 | 3.287 | 1.709 | |
| ARConfig=wr=0.25, Backbone=ViT-B/16, t/img=0.022026.05 | 0.335 | 0.649 | 0.519 | 3.441 | 3.288 | 2.011 | 0.222 | 0.204 | |
| IntGradConfig=Nsteps=20, Backbone=ViT-B/16, t/img=2.562026.05 | 0.33 | 0.496 | 0.426 | 3.206 | 2.908 | 2.141 | 1.023 | 0.862 | |
| DAVEConfig=N=50, Backbone=ViT-B/16, t/img=2.602026.05 | 0.312 | 0.552 | 0.435 | 3.282 | 2.99 | 2.183 | 0.808 | 0.759 | |
| SmGradConfig=Nsamples=10, σ=0.3, std, Backbone=ViT-B/16, t/img=1.522026.05 | 0.31 | 0.542 | 0.484 | 3.148 | 2.729 | 2.088 | 0.448 | 0.384 | |
| GradientConfig=–, Backbone=ViT-B/16, t/img=0.072026.05 | 0.303 | 0.403 | 0.368 | 3.365 | 3.167 | 2.253 | 1.541 | 1.218 | |
| TIBAVConfig=–, Backbone=ViT-B/16, t/img=0.152026.05 | 0.265 | 0.455 | 0.301 | 3.475 | 3.388 | 2.322 | 0.722 | 0.598 |