Attribution Quality Evaluation on ImageNet (val)
0.771SIC AUCXRAI + GIG(40)
Evaluation results
| Method | Links | |
|---|---|---|
| XRAI + GIG(40)Backbone=ResNet, Evaluation Baseline=black and white2021.06 | 0.771 | |
| GradCAMBackbone=ResNet, Evaluation Baseline=black and white2021.06 | 0.763 | |
| XRAI + IGBackbone=ResNet, Evaluation Baseline=black and white2021.06 | 0.755 | |
| XRAI + GIG(40)Backbone=Inception, Evaluation Baseline=black and white2021.06 | 0.752 | |
| GradCAMBackbone=Inception, Evaluation Baseline=black and white2021.06 | 0.739 | |
| XRAI + IGBackbone=Inception, Evaluation Baseline=black and white2021.06 | 0.736 | |
| XRAI + GIG(40)Backbone=MobileNet, Evaluation Baseline=black and white2021.06 | 0.692 | |
| GradCAMBackbone=MobileNet, Evaluation Baseline=black and white2021.06 | 0.691 | |
| XRAI + IGBackbone=MobileNet, Evaluation Baseline=black and white2021.06 | 0.671 | |
| GIG(40)Backbone=ResNet, Evaluation Baseline=black and white2021.06 | 0.592 | |
| GIG(20)Backbone=ResNet, Evaluation Baseline=black and white2021.06 | 0.584 | |
| Blur IGBackbone=ResNet, Evaluation Baseline=black and white2021.06 | 0.56 | |
| GIG(40)Backbone=Inception, Evaluation Baseline=black and white2021.06 | 0.551 | |
| GIG(0)Backbone=ResNet, Evaluation Baseline=black and white2021.06 | 0.55 | |
| GIG(20)Backbone=Inception, Evaluation Baseline=black and white2021.06 | 0.546 | |
| IGBackbone=ResNet, Evaluation Baseline=black and white2021.06 | 0.544 | |
| GIG(0)Backbone=Inception, Evaluation Baseline=black and white2021.06 | 0.516 | |
| GradientsBackbone=ResNet, Evaluation Baseline=black and white2021.06 | 0.51 | |
| Blur IGBackbone=Inception, Evaluation Baseline=black and white2021.06 | 0.501 | |
| IGBackbone=Inception, Evaluation Baseline=black and white2021.06 | 0.499 | |
| GIG(20)Backbone=MobileNet, Evaluation Baseline=black and white2021.06 | 0.453 | |
| GIG(40)Backbone=MobileNet, Evaluation Baseline=black and white2021.06 | 0.453 | |
| GradientsBackbone=Inception, Evaluation Baseline=black and white2021.06 | 0.431 | |
| GIG(0)Backbone=MobileNet, Evaluation Baseline=black and white2021.06 | 0.423 | |
| Blur IGBackbone=MobileNet, Evaluation Baseline=black and white2021.06 | 0.411 | |
| EdgeBackbone=ResNet, Evaluation Baseline=black and white2021.06 | 0.405 | |
| IGBackbone=MobileNet, Evaluation Baseline=black and white2021.06 | 0.402 | |
| EdgeBackbone=Inception, Evaluation Baseline=black and white2021.06 | 0.371 | |
| GradientsBackbone=MobileNet, Evaluation Baseline=black and white2021.06 | 0.368 | |
| EdgeBackbone=MobileNet, Evaluation Baseline=black and white2021.06 | 0.3 |