Kernel SHAP

Reported on 7 benchmarks across 2 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision6 results

Image AttributiononVGGFace2
Deletion AUC score (ArcFace ResNet-101)· 2017-05-22
0.2034
best: 0.3103 (Grad-CAM)
A Unified Approach to Interpreting Model Predictions arXiv:1705.07874
Image AttributiononVGGFace2
Insertion AUC score (ArcFace ResNet-101)· 2017-05-22
0.6132
best: 0.6705 (SMDL-Attribution (ICLR version))
A Unified Approach to Interpreting Model Predictions arXiv:1705.07874
Image AttributiononCUB-200-2011
Deletion AUC score (ResNet-101)· 2017-05-22
0.1016
best: 0.107 (LIME)
A Unified Approach to Interpreting Model Predictions arXiv:1705.07874
Image AttributiononCUB-200-2011
Insertion AUC score (ResNet-101)· 2017-05-22
0.6763
best: 0.7262 (SMDL-Attribution (ICLR version))
A Unified Approach to Interpreting Model Predictions arXiv:1705.07874
Image AttributiononCelebA
Deletion AUC score (ArcFace ResNet-101)· 2017-05-22
0.1409
best: 0.2865 (Grad-CAM)
A Unified Approach to Interpreting Model Predictions arXiv:1705.07874
Image AttributiononCelebA
Insertion AUC score (ArcFace ResNet-101)· 2017-05-22
0.5246
best: 0.5752 (SMDL-Attribution (ICLR version))
A Unified Approach to Interpreting Model Predictions arXiv:1705.07874