Saliency Map Interpretability on STL-10
33.1Average Drop % (Airplane)GradCAM
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GradCAMNf=16, Backbone=ResNet-18, Epochs=202026.04 | 33.1 | 14.4 | 3.87 | 11.6 | 24.8 | 63.3 | 7.9 | 16.2 | 0.72 | 0.22 | 17.6 | 5.74 | |
| GradCAM++Nf=16, Backbone=ResNet-18, Epochs=202026.04 | 17.1 | 13.4 | 0.44 | 17 | 4.21 | 56.65 | 8.75 | 6.36 | 0.25 | 1.11 | 13.2 | 4.97 | |
| QA-fGradCAMNf=16, Backbone=ResNet-18, Epochs=20, tau=50, nshots=d^22026.04 | 13.8 | 7.06 | 0.67 | 4.99 | 14.5 | 56.9 | 3.43 | 4.18 | 0.7 | 0.14 | 10.6 | 5.11 | |
| SA-fGradCAMNf=512, Backbone=ResNet-18, Epochs=100, tau=50, nshots=d^22026.04 | 12.9 | 23.3 | 8.09 | 14 | 6.47 | 30.1 | 32.6 | 34 | 14.9 | 7.37 | 18.4 | 3.22 | |
| GradCAM++Nf=512, Backbone=ResNet-18, Epochs=1002026.04 | 2.29 | 4.02 | 1.38 | 1.29 | 5.27 | 17 | 12.4 | 18.9 | 1.59 | 3.01 | 6.73 | 2.04 | |
| GradCAMNf=512, Backbone=ResNet-18, Epochs=1002026.04 | 1.2 | 4.76 | 0.97 | 4.29 | 5.11 | 12.1 | 7.31 | 13 | 0.97 | 2.88 | 5.26 | 1.31 |