Uncertainty Attribution on CIFAR-10
0.971MURRBlur IG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Blur IGBlurring percentage=5%2023.04 | 0.971 | 0.466 | |
| UA-BackpropBlurring percentage=5%2023.04 | 0.848 | 0.484 | |
| IGBlurring percentage=5%2023.04 | 0.827 | 0.444 | |
| SmoothGradBlurring percentage=5%2023.04 | 0.8 | 0.551 | |
| GradBlurring percentage=5%2023.04 | 0.798 | 0.538 | |
| FullGradBlurring percentage=5%2023.04 | 0.772 | 0.543 | |
| Blur IGBlurring percentage=2%2023.04 | 0.693 | 0.638 | |
| IGBlurring percentage=2%2023.04 | 0.632 | 0.731 | |
| UA-BackpropBlurring percentage=2%2023.04 | 0.629 | 0.664 | |
| CLUEBlurring percentage=5%2023.04 | 0.628 | 0.624 | |
| GradBlurring percentage=2%2023.04 | 0.578 | 0.701 | |
| δ-CLUEBlurring percentage=5%2023.04 | 0.577 | 0.71 | |
| SmoothGradBlurring percentage=2%2023.04 | 0.566 | 0.73 | |
| FullGradBlurring percentage=2%2023.04 | 0.555 | 0.696 | |
| δ-CLUEBlurring percentage=2%2023.04 | 0.415 | 0.793 | |
| CLUEBlurring percentage=2%2023.04 | 0.291 | 0.861 |