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Models/SMDL-Attribution (ICLR version)

SMDL-Attribution (ICLR version)

Reported on 12 benchmarks across 2 tasks · 1 paper · 6 SOTA

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

Computer Vision6 results

Image AttributiononVGGFace2
Insertion AUC score (ArcFace ResNet-101)· 2024-02-14
0.6705
SOTA
Less is More: Fewer Interpretable Region via Submodular Subset Selection arXiv:2402.09164
Image AttributiononCUB-200-2011
Insertion AUC score (ResNet-101)· 2024-02-14
0.7262
SOTA
Less is More: Fewer Interpretable Region via Submodular Subset Selection arXiv:2402.09164
Image AttributiononCelebA
Insertion AUC score (ArcFace ResNet-101)· 2024-02-14
0.5752
SOTA
Less is More: Fewer Interpretable Region via Submodular Subset Selection arXiv:2402.09164
Image AttributiononVGGFace2
Deletion AUC score (ArcFace ResNet-101)· 2024-02-14
0.1304
best: 0.3103 (Grad-CAM)
Less is More: Fewer Interpretable Region via Submodular Subset Selection arXiv:2402.09164
Image AttributiononCUB-200-2011
Deletion AUC score (ResNet-101)· 2024-02-14
0.0613
best: 0.107 (LIME)
Less is More: Fewer Interpretable Region via Submodular Subset Selection arXiv:2402.09164
Image AttributiononCelebA
Deletion AUC score (ArcFace ResNet-101)· 2024-02-14
0.1054
best: 0.2865 (Grad-CAM)
Less is More: Fewer Interpretable Region via Submodular Subset Selection arXiv:2402.09164

Reasoning6 results

Error UnderstandingonCUB-200-2011
Insertion AUC score (EfficientNetV2-M)· 2024-02-14
0.1748
SOTA
Less is More: Fewer Interpretable Region via Submodular Subset Selection arXiv:2402.09164
Error UnderstandingonCUB-200-2011
Insertion AUC score (MobileNetV2)· 2024-02-14
0.1922
SOTA
Less is More: Fewer Interpretable Region via Submodular Subset Selection arXiv:2402.09164
Error UnderstandingonCUB-200-2011
Insertion AUC score (ResNet-101)· 2024-02-14
0.1772
SOTA
Less is More: Fewer Interpretable Region via Submodular Subset Selection arXiv:2402.09164
Error UnderstandingonCUB-200-2011
Average highest confidence (EfficientNetV2-M)· 2024-02-14
0.3306
best: 0.2403 (Score-CAM)
Less is More: Fewer Interpretable Region via Submodular Subset Selection arXiv:2402.09164
Error UnderstandingonCUB-200-2011
Average highest confidence (MobileNetV2)· 2024-02-14
0.5367
best: 0.2914 (HSIC-Attribution)
Less is More: Fewer Interpretable Region via Submodular Subset Selection arXiv:2402.09164
Error UnderstandingonCUB-200-2011
Average highest confidence (ResNet-101)· 2024-02-14
0.4513
best: 0.2493 (HSIC-Attribution)
Less is More: Fewer Interpretable Region via Submodular Subset Selection arXiv:2402.09164