Methods › Computer Vision › Explainable CNNs › XGrad-CAM
XGrad-CAM
Introduced by Ruigang Fu et al. in Axiom-based Grad-CAM: Towards Accurate Visualization and Explanation of CNNs
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
XGrad-CAM, or Axiom-based Grad-CAM, is a class-discriminative visualization method and able to highlight the regions belonging to the objects of interest. Two axiomatic properties are introduced in the derivation of XGrad-CAM: Sensitivity and Conservation. In particular, the proposed XGrad-CAM is still a linear combination of feature maps, but able to meet the constraints of those two axioms.
Papers archive 2025-07-28
3 shown of 3, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Weakly Supervised Pixel-Level Annotation with Visual Interpretability 25 Feb 2025 · 0 repositories · arXiv:2502.17824
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Axiom-based Grad-CAM: Towards Accurate Visualization and Explanation of CNNs 5 Aug 2020 · 3 repositories · arXiv:2008.02312Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
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Sanity Checks for Saliency Maps 8 Oct 2018 · 5 repositories · arXiv:1810.03292
Tasks archive 2025-07-28
6 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Edge Detection | 1 |
| Ensemble Learning | 1 |
| Image Generation | 1 |
| Saliency Detection | 1 |
| Sensitivity | 1 |
| Uncertainty Quantification | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections