Methods › Computer Vision › Image Feature Extractors › Local Relation Layer
Local Relation Layer
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
A Local Relation Layer is an image feature extractor that is an alternative to a convolution operator. The intuition is that aggregation in convolution is basically a pattern matching process that applies fixed filters, which can be inefficient at modeling visual elements with varying spatial distributions. The local relation layer adaptively determines aggregation weights based on the compositional relationship of local pixel pairs. It is argued that, with this relational approach, it can composite visual elements into higher-level entities in a more efficient manner that benefits semantic inference.
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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Deep Distance Map Regression Network with Shape-aware Loss for Imbalanced Medical Image Segmentation 15 Jan 2025 · 0 repositories · arXiv:2501.09116
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LR-Net: A Lightweight and Robust Network for Infrared Small Target Detection 5 Aug 2024 · 0 repositories · arXiv:2408.02780
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Learning from Ambiguous Labels for Lung Nodule Malignancy Prediction 23 Apr 2021 · 1 repository · arXiv:2104.11436Syntology ran 3 of 3 samples · 0 unverified
Tasks archive 2025-07-28
9 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 |
|---|---|
| Image Segmentation | 1 |
| Medical Image Analysis | 1 |
| Medical Image Segmentation | 1 |
| Prediction | 1 |
| Segmentation | 1 |
| Semantic Segmentation | 1 |
| Tumor Segmentation | 1 |
| counterfactual | 1 |
| regression | 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