Explanation Evaluation on CelebA
8.01Deletion Fidelity (Zero-shot)GradCam
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GradCamNetwork=OTNN2022.06 | 8.01 | 10.26 | — | — | — | — | |
| RiseNetwork=OTNN2022.06 | 7.09 | 15.5 | — | — | — | — | |
| Integrated GradientNetwork=OTNN2022.06 | 7.05 | 11.58 | — | — | — | — | |
| Gradient.InputNetwork=OTNN2022.06 | 7.04 | 11.63 | — | — | — | — | |
| SaliencyNetwork=OTNN2022.06 | 6.98 | 10.06 | — | — | — | — | |
| SmoothGradNetwork=OTNN2022.06 | 6.96 | 10.1 | — | — | — | — | |
| GradCamNetwork=Unconstrained2022.06 | 5.77 | 14.24 | — | — | — | — | |
| RiseNetwork=Unconstrained2022.06 | 5.07 | 15.7 | — | — | — | — | |
| Gradient.InputNetwork=Unconstrained2022.06 | 4.56 | 11.71 | — | — | — | — | |
| SmoothGradNetwork=Unconstrained2022.06 | 4.51 | 7.65 | — | — | — | — | |
| Integrated GradientNetwork=Unconstrained2022.06 | 4.38 | 12.37 | — | — | — | — | |
| SaliencyNetwork=Unconstrained2022.06 | 4.13 | 6.67 | — | — | — | — | |
| Grad. InputModel Type=OTNN2022.06 | — | — | 0.168 | 0.439 | — | — | |
| Grad. InputModel Type=Unconstrained2022.06 | — | — | 0.074 | 0.093 | — | — | |
| GradCamModel Type=OTNN2022.06 | — | — | 0.028 | 0.127 | — | — | |
| GradCamModel Type=Unconstrained2022.06 | — | — | 0.002 | 0.061 | — | — | |
| Integ. Grad.Model Type=OTNN2022.06 | — | — | 0.149 | 0.4 | 0.52 | — | |
| Integ. Grad.Model Type=Unconstrained2022.06 | — | — | 0.093 | 0.125 | 0.87 | — | |
| SaliencyModel Type=OTNN2022.06 | — | — | 0.244 | 0.325 | 0.51 | 0.0003 | |
| SaliencyModel Type=Unconstrained2022.06 | — | — | 0.052 | 0.082 | 0.77 | 0.14 | |
| SmoothGradModel Type=OTNN2022.06 | — | — | 0.248 | 0.324 | 0.52 | — | |
| SmoothGradModel Type=Unconstrained2022.06 | — | — | 0.018 | 0.091 | 0.95 | — |