Methods › Computer Vision › Scene Text Models › Semantic Reasoning Network
Semantic Reasoning Network
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Semantic reasoning network, or SRN, is an end-to-end trainable framework for scene text recognition that consists of four parts: backbone network, parallel visual attention module (PVAM), global semantic reasoning module (GSRM), and visual-semantic fusion decoder (VSFD). Given an input image, the backbone network is first used to extract 2D features V. Then, the PVAM is used to generate N aligned 1-D features G, where each feature corresponds to a character in the text and captures the aligned visual information. These N 1-D features G are then fed into a GSRM to capture the semantic information S. Finally, the aligned visual features G and the semantic information S are fused by the VSFD to predict N characters. For text string shorter than N, ’EOS’ are padded.
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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Exploring Optical-Flow-Guided Motion and Detection-Based Appearance for Temporal Sentence Grounding 6 Mar 2022 · 0 repositories · arXiv:2203.02966
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Bi-Temporal Semantic Reasoning for the Semantic Change Detection in HR Remote Sensing Images 13 Aug 2021 · 1 repository · arXiv:2108.06103
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Towards Accurate Scene Text Recognition with Semantic Reasoning Networks 27 Mar 2020 · 3 repositories · arXiv:2003.12294
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 |
|---|---|
| Change Detection | 1 |
| Object | 1 |
| Object Detection | 1 |
| Optical Character Recognition (OCR) | 1 |
| Optical Flow Estimation | 1 |
| Scene Text Recognition | 1 |
| Sentence | 1 |
| Temporal Sentence Grounding | 1 |
| object-detection | 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
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