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Models/Grad-CAM

Grad-CAM

Reported on 7 benchmarks across 2 tasks · 1 paper · 3 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
    Deletion AUC score (ArcFace ResNet-101)· 2016-10-07
    0.3103
    SOTA
    Grad-CAM: Visual Explanations from Deep Networks via Gradient-based LocalizationarXiv:1610.02391
  • Image AttributiononCUB-200-2011
    Insertion AUC score (ResNet-101)· 2016-10-07
    0.7224
    best: 0.7262 (SMDL-Attribution (ICLR version))
    SOTA
    Grad-CAM: Visual Explanations from Deep Networks via Gradient-based LocalizationarXiv:1610.02391
  • Image AttributiononCelebA
    Deletion AUC score (ArcFace ResNet-101)· 2016-10-07
    0.2865
    SOTA
    Grad-CAM: Visual Explanations from Deep Networks via Gradient-based LocalizationarXiv:1610.02391
  • Image AttributiononVGGFace2
    Insertion AUC score (ArcFace ResNet-101)· 2016-10-07
    0.4733
    best: 0.6705 (SMDL-Attribution (ICLR version))
    Grad-CAM: Visual Explanations from Deep Networks via Gradient-based LocalizationarXiv:1610.02391
  • Image AttributiononCUB-200-2011
    Deletion AUC score (ResNet-101)· 2016-10-07
    0.081
    best: 0.107 (LIME)
    Grad-CAM: Visual Explanations from Deep Networks via Gradient-based LocalizationarXiv:1610.02391
  • Image AttributiononCelebA
    Insertion AUC score (ArcFace ResNet-101)· 2016-10-07
    0.3721
    best: 0.5752 (SMDL-Attribution (ICLR version))
    Grad-CAM: Visual Explanations from Deep Networks via Gradient-based LocalizationarXiv:1610.02391

Miscellaneous1 result

  • Interpretability Techniques for Deep LearningonCelebA
    Insertion AUC score· 2016-10-07
    0.3721
    best: 0.5703 (RISE)
    Grad-CAM: Visual Explanations from Deep Networks via Gradient-based LocalizationarXiv:1610.02391