Methods › General › Geometric Matching › CHM
Convolutional Hough Matching
CHM
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Convolutional Hough Matching, or CHM, is a geometric matching algorithm that distributes similarities of candidate matches over a geometric transformation space and evaluates them in a convolutional manner. It is casted into a trainable neural layer with a semi-isotropic high-dimensional kernel, which learns non-rigid matching with a small number of interpretable parameters.
Papers archive 2025-07-28
5 shown of 5, 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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An Asymptotically Optimal Algorithm for the Convex Hull Membership Problem 3 Feb 2023 · 0 repositories · arXiv:2302.02033
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Visual correspondence-based explanations improve AI robustness and human-AI team accuracy 26 Jul 2022 · 1 repository · arXiv:2208.00780Syntology ran 2 of 4 samples · 2 unverified
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Classification and mapping of low-statured 'shrubland' cover types in post-agricultural landscapes of the US Northeast 9 May 2022 · 0 repositories · arXiv:2205.05047
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Information fusion approach for biomass estimation in a plateau mountainous forest using a synergistic system comprising UAS-based digital camera and LiDAR 14 Apr 2022 · 0 repositories · arXiv:2204.06746
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Convolutional Hough Matching Networks for Robust and Efficient Visual Correspondence 11 Sep 2021 · 1 repository · arXiv:2109.05221
Tasks archive 2025-07-28
7 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 |
|---|---|
| Adversarial Robustness | 1 |
| Fine-Grained Image Classification | 1 |
| Geometric Matching | 1 |
| Image Classification | 1 |
| Land Cover Classification | 1 |
| Translation | 1 |
| image-classification | 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