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post-hoc-comparisons

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RobustCAM fuses Grad-CAM heatmaps across augmented views to reduce spatial instability, achieving 64% variance reduction on ImageNet/VGG16 and up to 186% consistency improvement on lung CT, cross-validated with LIME and SHAP across ResNet-50/101, DenseNet-161, EfficientNet-B0, and ViT-B/16.

  • Updated Apr 29, 2026
  • Python

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