Medical Image Segmentation Explainability Evaluation on FLARE 2022
94,431GFLOPsXAI-CLIP LIME
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| XAI-CLIP LIMEMethod Variant=XAI-CLIP-guided2026.02 | 94,431 | 41.2 | 29.7 | 311 | 223.7 | |
| Traditional LIMEMethod Variant=Traditional2026.02 | 131,921 | — | — | 420 | 283.7 | |
| XAI-CLIP OcclusionMethod Variant=XAI-CLIP-guided2026.02 | 146,432 | 98.71 | 97.48 | 151 | 94.4 | |
| Traditional OcclusionMethod Variant=Traditional2026.02 | 168,780 | 68.25 | 49.56 | 401 | 308.5 | |
| XAI-CLIP RISEMethod Variant=XAI-CLIP-guided2026.02 | 169,932 | — | — | 753 | 803 | |
| Traditional RISEMethod Variant=Traditional2026.02 | 181,010 | — | — | 1,040 | 533.3 |