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Canny Text Detector: Fast and Robust Scene Text Localization Algorithm
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use double-threshold classification and hysteresis tracking to retain connected weak text candidates | Canny Text Detector · ICDAR 2013 RRC Challenge 2 | Hmean: 75.89% -> 82.17% | Helped |
| Use ER candidates rather than MSER candidates | Canny Text Detector candidate extraction · ICDAR 2011 test set | Character-level recall: 53.9% -> 95.1% | Helped |
| Apply non-maximum suppression to ER candidates | Canny Text Detector candidate extraction · ICDAR 2011 test set | Number of candidates: 6,051,331 -> 629,932 | Helped |
| Use the full detection pipeline rather than ERs after NMS alone | Canny Text Detector · ICDAR 2011 test set | Character-level recall: 95.1% -> 87.4% | Hurt |
| Use Canny Text Detector instead of Tian et al. [32] | Scene text localization · Multilingual test set | Hmean: 81.4 -> 93.3 | Helped |
| Use Canny Text Detector instead of Tian et al. [32] | Scene text localization · Multilingual test set | Recall: 78.4 -> 93.5 | Helped |
Closest papers by meaning
- MOST: A Multi-Oriented Scene Text Detector With Localization Refinement (CVPR 2021 · similarity 0.89)
- Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation (CVPR 2018 · similarity 0.87)
- Kernel Adaptive Convolution for Scene Text Detection via Distance Map Prediction (CVPR 2024 · similarity 0.86)
- LRANet: Towards Accurate and Efficient Scene Text Detection with Low-Rank Approximation Network (AAAI 2024 · similarity 0.85)
- LayoutFormer: Hierarchical Text Detection Towards Scene Text Understanding (CVPR 2024 · similarity 0.85)
- OTE: Exploring Accurate Scene Text Recognition Using One Token (CVPR 2024 · similarity 0.85)
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