Time Series Classification Faithfulness Evaluation on UEA Heartbeat
0.7772I(20) ScoreFIT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FITExplanation Method=FIT2026.06 | 0.7772 | 0.3471 | |
| AnchorMoEExplanation Method=AnchorMoE2026.06 | 0.7285 | 0.431 | |
| DynaMaskExplanation Method=DynaMask2026.06 | 0.7236 | 0.1288 | |
| TimeXExplanation Method=TimeX2026.06 | 0.7122 | 0.0432 | |
| DeepSHAPExplanation Method=DeepSHAP2026.06 | 0.6992 | 0.1278 | |
| Input×GradExplanation Method=Input×Grad2026.06 | 0.6959 | 0.1089 | |
| DeepLIFTExplanation Method=DeepLIFT2026.06 | 0.6959 | 0.1089 | |
| RandomExplanation Method=Random2026.06 | 0.6927 | -0.0084 | |
| IGExplanation Method=IG2026.06 | 0.6748 | 0.1097 | |
| VanillaExplanation Method=Vanilla2026.06 | 0.6488 | 0.0702 |