Feature Attribution Evaluation on ImageNet standard (val)
83.8AUCXRAI + GIG(0)
Evaluation Results
| Method | Links | |
|---|---|---|
| XRAI + GIG(0)Backbone=MobileNet2021.06 | 83.8 | |
| XRAI + GIG(0)Backbone=Inception2021.06 | 82.9 | |
| XRAI + GIG(0)Backbone=ResNet2021.06 | 82.1 | |
| XRAI + GIG(20)Backbone=Inception2021.06 | 81.9 | |
| XRAI + GIG(20)Backbone=ResNet2021.06 | 80.9 | |
| XRAI + GIG(20)Backbone=MobileNet2021.06 | 80.8 | |
| Smoothgrad + GIG(20)Backbone=ResNet2021.06 | 79.9 | |
| Smoothgrad + GIG(20)Backbone=Inception2021.06 | 79.5 | |
| Smoothgrad + IGBackbone=ResNet2021.06 | 78.1 | |
| GradCAMBackbone=MobileNet2021.06 | 77.6 | |
| Smoothgrad + GIG(0)Backbone=Inception2021.06 | 77.6 | |
| Smoothgrad + GIG(0)Backbone=ResNet2021.06 | 77.6 | |
| Smoothgrad + IGBackbone=Inception2021.06 | 77.3 | |
| Smoothgrad + GIG(20)Backbone=MobileNet2021.06 | 76.7 | |
| XRAI + IGBackbone=Inception2021.06 | 76.5 | |
| XRAI + IGBackbone=ResNet2021.06 | 76.2 | |
| GradCAMBackbone=Inception2021.06 | 76.1 | |
| GradCAMBackbone=ResNet2021.06 | 75.5 | |
| Smoothgrad + GIG(0)Backbone=MobileNet2021.06 | 74.5 | |
| Smoothgrad + IGBackbone=MobileNet2021.06 | 74.2 | |
| XRAI + IGBackbone=MobileNet2021.06 | 73.1 | |
| GIG(0)Backbone=Inception2021.06 | 71.2 | |
| GIG(0)Backbone=ResNet2021.06 | 71.1 | |
| GIG(20)Backbone=ResNet2021.06 | 70.6 | |
| GIG(0)Backbone=MobileNet2021.06 | 70.5 | |
| GIG(20)Backbone=Inception2021.06 | 69.6 | |
| GIG(20)Backbone=MobileNet2021.06 | 69.1 | |
| IGBackbone=ResNet2021.06 | 66.9 | |
| Blur IGBackbone=ResNet2021.06 | 66.3 | |
| Blur IGBackbone=MobileNet2021.06 | 66.2 | |
| Blur IGBackbone=Inception2021.06 | 66.2 | |
| IGBackbone=MobileNet2021.06 | 65.5 | |
| IGBackbone=Inception2021.06 | 65.5 | |
| GradientsBackbone=ResNet2021.06 | 65 | |
| GradientsBackbone=Inception2021.06 | 63.4 | |
| GradientsBackbone=MobileNet2021.06 | 61.4 | |
| EdgeBackbone=MobileNet2021.06 | 61.1 | |
| EdgeBackbone=ResNet2021.06 | 61.1 | |
| EdgeBackbone=Inception2021.06 | 61 |