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Decomposition-Integration Class Activation Map

DecomCAM

2 papers tagged archive 2025-07-28

Introduced by Yuguang Yang et al. in Decom--CAM: Tell Me What You See, In Details! Feature-Level Interpretation via Decomposition Class Activation Map

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

DecomCAM decomposes intermediate activation maps into orthogonal features using singular value decomposition and generates saliency maps by integrating them.

Paper Source

Papers archive 2025-07-28

2 shown of 2, 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.

DecomCAM: Advancing Beyond Saliency Maps through Decomposition and Integration
29 May 2024 · 1 repository · arXiv:2405.18882
Decom--CAM: Tell Me What You See, In Details! Feature-Level Interpretation via Decomposition Class Activation Map
27 May 2023 · 0 repositories · arXiv:2306.04644

Tasks archive 2025-07-28

2 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
Decision Making	2
Computational Efficiency	1

Usage over time archive 2025-07-28

Papers per year the archive tags with this method, by the paper's archive date (2 dated). Bars are counts, not a trend claim.

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

Interpretability

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