Research map / Detection and segmentation / CNN features
Real-Time Scene Text Detection with Differentiable Binarization
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add differentiable binarization (ablation) | ResNet-18 text detector · MSRA-TD500 | F-measure: 77.4 -> 81.1 | Helped |
| add differentiable binarization (ablation) | ResNet-18 text detector · CTW1500 | F-measure: 74.5 -> 79.4 | Helped |
| add differentiable binarization (ablation) | ResNet-50 text detector · MSRA-TD500 | F-measure: 78.7 -> 81.9 | Helped |
| add differentiable binarization (ablation) | ResNet-50 text detector · CTW1500 | F-measure: 77.0 -> 81.6 | Helped |
| add deformable convolution (ablation) | ResNet-18 text detector · MSRA-TD500 | F-measure: 77.4 -> 78.9 | Helped |
| add deformable convolution (ablation) | ResNet-18 text detector · CTW1500 | F-measure: 74.5 -> 78.1 | Helped |
| add deformable convolution (ablation) | ResNet-50 text detector · MSRA-TD500 | F-measure: 78.7 -> 83.7 | Helped |
| add deformable convolution (ablation) | ResNet-50 text detector · CTW1500 | F-measure: 77.0 -> 81.9 | Helped |
| add threshold-map supervision (ablation) | ResNet-18 text detector · MLT-2017 | F-measure: 71.0 -> 71.7 | Helped |
| add threshold-map supervision (ablation) | ResNet-50 text detector · MLT-2017 | F-measure: 72.1 -> 74.7 | Helped |
| use ResNet-50 instead of ResNet-18 (ablation) | DB text detector · MSRA-TD500 | F-measure: 82.8 -> 84.9 | Helped |
| use ResNet-50 instead of ResNet-18 (ablation) | DB text detector · CTW1500 | F-measure: 81.0 -> 83.4 | Helped |
Closest papers by meaning
- ABCNet: Real-Time Scene Text Spotting With Adaptive Bezier-Curve Network (CVPR 2020 · similarity 0.86)
- Kernel Adaptive Convolution for Scene Text Detection via Distance Map Prediction (CVPR 2024 · similarity 0.86)
- Arbitrary Shape Scene Text Detection With Adaptive Text Region Representation (CVPR 2019 · similarity 0.86)
- EAST: An Efficient and Accurate Scene Text Detector (CVPR 2017 · similarity 0.85)
- CPN: Complementary Proposal Network for Unconstrained Text Detection (AAAI 2024 · similarity 0.84)
- Towards Unified Multi-granularity Text Detection with Interactive Attention (ICML 2024 · similarity 0.83)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.