Research map / Detection and segmentation / CNN features
All You Need Is Boundary: Toward Arbitrary-Shaped Text Spotting
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Represent text regions with boundary points and jointly train detection and recognition | Boundary · TotalText | E2E recognition, None: improvements of 3.6% and 12.1% respectively on detection and end-to-end recognition without lexicon | Helped |
| Represent text regions with boundary points and jointly train detection and recognition | Boundary · ICDAR2015 | E2E recognition, G: 1.1% | Helped |
| Represent text regions with boundary points and jointly train detection and recognition | Boundary · ICDAR2013 | detection F-measure | Mixed |
| Use boundary-point spotting for generalization to COCO-Text | Boundary · COCO-Text | detection F-measure | Helped |
| Add an oriented rectangular proposal before boundary-point regression (ablation) | Boundary · ICDAR2015 | detection F-measure: 0.8% | Helped |
| Add an oriented rectangular proposal before boundary-point regression (ablation) | Boundary · ICDAR2015 | E2E recognition, None: 1.0% | Helped |
| Add an oriented rectangular proposal before boundary-point regression (ablation) | Boundary · TotalText | detection F-measure: 1.2% | Helped |
| Add an oriented rectangular proposal before boundary-point regression (ablation) | Boundary · TotalText | E2E recognition, None: 1.2% | Helped |
Closest papers by meaning
- Text Perceptron: Towards End-to-End Arbitrary-Shaped Text Spotting (AAAI 2020 · similarity 0.90)
- Learning Shape-Aware Embedding for Scene Text Detection (CVPR 2019 · similarity 0.89)
- LRANet: Towards Accurate and Efficient Scene Text Detection with Low-Rank Approximation Network (AAAI 2024 · similarity 0.88)
- SemiETS: Integrating Spatial and Content Consistencies for Semi-Supervised End-to-end Text Spotting (CVPR 2025 · similarity 0.87)
- Towards Unified Multi-granularity Text Detection with Interactive Attention (ICML 2024 · similarity 0.86)
- Bridging the Gap Between End-to-End and Two-Step Text Spotting (CVPR 2024 · similarity 0.86)
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