Time Series Classification Faithfulness Evaluation on UEA CharacterTrajectories
0.9387I(20)FIT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FITExplanation Method=FIT2026.06 | 0.9387 | 0.4991 | |
| AnchorMoEExplanation Method=AnchorMoE2026.06 | 0.9376 | 0.6203 | |
| IGExplanation Method=IG2026.06 | 0.9197 | 0.3334 | |
| TimeXExplanation Method=TimeX2026.06 | 0.9055 | 0.204 | |
| DeepSHAPExplanation Method=DeepSHAP2026.06 | 0.8911 | 0.3328 | |
| DynaMaskExplanation Method=DynaMask2026.06 | 0.8714 | 0.2163 | |
| Input×GradExplanation Method=Input×Grad2026.06 | 0.851 | 0.2774 | |
| DeepLIFTExplanation Method=DeepLIFT2026.06 | 0.851 | 0.2774 | |
| VanillaExplanation Method=Vanilla2026.06 | 0.8194 | 0.2278 | |
| RandomExplanation Method=Random2026.06 | 0.7711 | 0.0073 |