| 01 | TextFuseNet (ResNeXt-101) From paper: TextFuseNet: Scene Text Detection with Richer Fused Features | verified | 93.96 | 2020 | Paper ↗Code ↗ | Edit result |
| 02 | CharNet H-88 (multi-scale) From paper: Convolutional Character Networks | verified | 92.65 | 2019 | Paper ↗Code ↗ | Edit result |
| 03 | SBD From paper: Exploring the Capacity of an Orderless Box Discretization Network for Multi-orientation Scene Text Detection | verified | 92.1 | 2019 | Paper ↗Code ↗ | Edit result |
| 04 | EK-Net EK-Net (Expand Kernel Network), arXiv Jan 2024. ResNet-18 backbone at 35.42 FPS. arxiv:2401.11704. | paper | 92 | 2024 | Source ↗ | Edit result |
| 05 | FOTS MS From paper: FOTS: Fast Oriented Text Spotting with a Unified Network | verified | 91.85 | 2018 | Paper ↗Code ↗ | Edit result |
| 06 | DB-ResNet-50 (1152) From paper: Real-time Scene Text Detection with Differentiable Binarization | verified | 91.8 | 2019 | Paper ↗Code ↗ | Edit result |
| 07 | Mask TextSpotter From paper: Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes | verified | 91.6 | 2018 | Paper ↗Code ↗ | Edit result |
| 08 | CharNet H-57 (multi-scale) From paper: Convolutional Character Networks | verified | 91.43 | 2019 | Paper ↗Code ↗ | Edit result |
| 09 | PMTD* From paper: Pyramid Mask Text Detector | verified | 91.3 | 2019 | Paper ↗Code ↗ | Edit result |
| 10 | CharNet H-50 (single-scale) From paper: Convolutional Character Networks | verified | 91.15 | 2019 | Paper ↗Code ↗ | Edit result |
| 11 | FOTS From paper: FOTS: Fast Oriented Text Spotting with a Unified Network | verified | 91 | 2018 | Paper ↗Code ↗ | Edit result |
| 12 | DBNet++ (ResNet-50) (1152) From paper: Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion | verified | 90.9 | 2022 | Paper ↗Code ↗ | Edit result |
| 13 | CharNet H-50 (multi-scale) From paper: Convolutional Character Networks | verified | 90.9 | 2019 | Paper ↗Code ↗ | Edit result |
| 14 | GNNets From paper: Geometry Normalization Networks for Accurate Scene Text Detection | verified | 90.41 | 2019 | Paper ↗Code ↗ | Edit result |
| 15 | TESTR TESTR (Text Spotting Transformers), CVPR 2022. Detection-only F-measure on ICDAR 2015 test set without lexicon. arxiv:2204.01918. | unverified | 90.31 | 2022 | Source ↗ | Edit result |
| 16 | DBNet++ (ResNet-18) (736) From paper: Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion | verified | 90.1 | 2022 | Paper ↗Code ↗ | Edit result |
| 17 | CharNet H-88 (single-scale) From paper: Convolutional Character Networks | verified | 89.99 | 2019 | Paper ↗Code ↗ | Edit result |
| 18 | CRAFT From paper: Character Region Awareness for Text Detection | verified | 89.8 | 2019 | Paper ↗Code ↗ | Edit result |
| 19 | FAST-B-1280 From paper: FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation | verified | 89.7 | 2021 | Paper ↗Code ↗ | Edit result |
| 20 | Corner Localization (multi-scale) From paper: Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation | verified | 89.5 | 2018 | Paper ↗Code ↗ | Edit result |
| 21 | FAST-B-896 From paper: FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation | verified | 89.2 | 2021 | Paper ↗Code ↗ | Edit result |
| 22 | CharNet H-57 (single-scale) From paper: Convolutional Character Networks | verified | 88.88 | 2019 | Paper ↗Code ↗ | Edit result |
| 23 | Corner-based Region Proposals From paper: Detecting Multi-Oriented Text with Corner-based Region Proposals | verified | 88.7 | 2018 | Paper ↗Code ↗ | Edit result |
| 24 | SPCNET From paper: Scene Text Detection with Supervised Pyramid Context Network | verified | 88.7 | 2018 | Paper ↗Code ↗ | Edit result |
| 25 | FTSN + MNMS From paper: Fused Text Segmentation Networks for Multi-oriented Scene Text Detection | verified | 88.6 | 2017 | Paper ↗ | Edit result |
| 26 | FAST-B-736 From paper: FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation | verified | 88 | 2021 | Paper ↗Code ↗ | Edit result |
| 27 | Quad_MS From paper: TextBoxes++: A Single-Shot Oriented Scene Text Detector | verified | 87.8 | 2018 | Paper ↗Code ↗ | Edit result |
| 28 | PSENet-1s From paper: Shape Robust Text Detection with Progressive Scale Expansion Network | verified | 86.9 | 2019 | Paper ↗Code ↗Source ↗ | Edit result |
| 29 | SAST From paper: A Single-Shot Arbitrarily-Shaped Text Detector based on Context Attended Multi-Task Learning | verified | 86.72 | 2019 | Paper ↗Code ↗ | Edit result |
| 30 | FAST-S-736 From paper: FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation | verified | 86.3 | 2021 | Paper ↗Code ↗ | Edit result |
| 31 | FAST-T-736 From paper: FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation | verified | 86 | 2021 | Paper ↗Code ↗ | Edit result |
| 32 | SLPR From paper: PixelLink: Detecting Scene Text via Instance Segmentation | verified | 85.5 | 2018 | Paper ↗Code ↗ | Edit result |
| 33 | PixelLink+VGG16 2s From paper: TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes | verified | 85.5 | 2018 | Paper ↗Code ↗ | Edit result |
| 34 | TextSnake From paper: Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network | verified | 84.9 | 2019 | Paper ↗Code ↗ | Edit result |
| 35 | PAN From paper: Mask R-CNN with Pyramid Attention Network for Scene Text Detection | verified | 84 | 2017 | Paper ↗Code ↗Source ↗ | Edit result |