Research map / Graph learning / Knowledge and temporal graphs
Deep Relational Reasoning Graph Network for Arbitrary Shape Text Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add GCN relational reasoning to estimate links between text components (ablation) | DRRG · Total-Text | Hmean: 82.67 -> 84.50 | Helped |
| Add GCN relational reasoning to estimate links between text components (ablation) | DRRG · Total-Text | Recall: 80.06 -> 83.11 | Helped |
| Add GCN relational reasoning to estimate links between text components (ablation) | DRRG · CTW-1500 | Hmean: 81.80 -> 82.58 | Helped |
| Add GCN relational reasoning to estimate links between text components (ablation) | DRRG · MSRA-TD500 | Hmean: 80.81 -> 85.08 | Helped |
| Add GCN relational reasoning to estimate links between text components (ablation) | DRRG · MSRA-TD500 | Precision: 83.24 -> 88.05 | Helped |
Closest papers by meaning
- CPN: Complementary Proposal Network for Unconstrained Text Detection (AAAI 2024 · similarity 0.87)
- Visual Semantics Allow for Textual Reasoning Better in Scene Text Recognition (AAAI 2022 · similarity 0.87)
- Explicit Relational Reasoning Network for Scene Text Detection (AAAI 2025 · similarity 0.86)
- Detecting Visual Relationships With Deep Relational Networks (CVPR 2017 · similarity 0.85)
- LRANet: Towards Accurate and Efficient Scene Text Detection with Low-Rank Approximation Network (AAAI 2024 · similarity 0.84)
- GITA: Graph to Visual and Textual Integration for Vision-Language Graph Reasoning (NeurIPS 2024 · similarity 0.84)
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