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SotA/Computer Vision/Scene Text Detection/ICDAR 2015

Scene Text Detection on ICDAR 2015

Metric: Precision (higher is better)

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#Model↕Precision▼Extra DataPaperDate↕Code
1TextFuseNet (ResNeXt-101)93.96No--Code
2CharNet H-88 (multi-scale)92.65NoConvolutional Character Networks2019-10-17Code
3SBD92.1NoExploring the Capacity of an Orderless Box Discr...2019-12-20Code
4FOTS MS91.85NoFOTS: Fast Oriented Text Spotting with a Unified...2018-01-05Code
5DB-ResNet-50 (1152)91.8NoReal-time Scene Text Detection with Differentiab...2019-11-20Code
6Mask TextSpotter91.6NoMask TextSpotter: An End-to-End Trainable Neural...2018-07-06Code
7CharNet H-57 (multi-scale)91.43NoConvolutional Character Networks2019-10-17Code
8PMTD91.3NoPyramid Mask Text Detector2019-03-28Code
9CharNet H-50 (single-scale)91.15NoConvolutional Character Networks2019-10-17Code
10FOTS91NoFOTS: Fast Oriented Text Spotting with a Unified...2018-01-05Code
11CharNet H-50 (multi-scale)90.9NoConvolutional Character Networks2019-10-17Code
12DBNet++ (ResNet-50) (1152)90.9NoReal-Time Scene Text Detection with Differentiab...2022-02-21Code
13PAN90.8NoMask R-CNN with Pyramid Attention Network for Sc...2018-11-22-
14GNNets90.41NoGeometry Normalization Networks for Accurate Sce...2019-09-02Code
15DBNet++ (ResNet-18) (736)90.1NoReal-Time Scene Text Detection with Differentiab...2022-02-21Code
16CharNet H-88 (single-scale)89.99NoConvolutional Character Networks2019-10-17Code
17CRAFT89.8NoCharacter Region Awareness for Text Detection2019-04-03Code
18FAST-B-128089.7NoFAST: Faster Arbitrarily-Shaped Text Detector wi...2021-11-03Code
19Corner Localization (multi-scale)89.5NoMulti-Oriented Scene Text Detection via Corner L...2018-02-25Code
20FAST-B-89689.2NoFAST: Faster Arbitrarily-Shaped Text Detector wi...2021-11-03Code
21CharNet H-57 (single-scale)88.88NoConvolutional Character Networks2019-10-17Code
22SPCNET88.7NoScene Text Detection with Supervised Pyramid Con...2018-11-21Code
23PSENet-1s88.7NoShape Robust Text Detection with Progressive Sca...2018-06-07Code
24Corner-based Region Proposals88.7NoDetecting Multi-Oriented Text with Corner-based ...2018-04-08Code
25FTSN + MNMS88.6NoFused Text Segmentation Networks for Multi-orien...2017-09-11-
26FAST-B-73688NoFAST: Faster Arbitrarily-Shaped Text Detector wi...2021-11-03Code
27Quad_MS87.8NoTextBoxes++: A Single-Shot Oriented Scene Text D...2018-01-09Code
28PSENet-1s86.9NoShape Robust Text Detection with Progressive Sca...2019-03-28Code
29SAST86.72NoA Single-Shot Arbitrarily-Shaped Text Detector b...2019-08-15Code
30FAST-S-73686.3NoFAST: Faster Arbitrarily-Shaped Text Detector wi...2021-11-03Code
31FAST-T-73686NoFAST: Faster Arbitrarily-Shaped Text Detector wi...2021-11-03Code
32SLPR85.5NoPixelLink: Detecting Scene Text via Instance Seg...2018-01-04Code
33PixelLink+VGG16 2s85.5NoTextSnake: A Flexible Representation for Detecti...2018-07-04Code
34TextSnake84.9NoEfficient and Accurate Arbitrary-Shaped Text Det...2019-08-16Code
35PAN84NoEAST: An Efficient and Accurate Scene Text Detec...2017-04-11Code
36EAST + PVANET2x RBOX (single-scale)83.6NoEAST: An Efficient and Accurate Scene Text Detec...2017-04-11Code
37EAST + PVANET2x RBOX (multi-scale)83.3NoSingle Shot Text Detector with Regional Attention2017-09-01Code
38SSTD80NoWordSup: Exploiting Word Annotations for Charact...2017-08-22-
39WordSup (VGG16-synth-icdar)79.3NoDetecting Oriented Text in Natural Images by Lin...2017-03-19Code
40SegLink73.1NoMulti-Oriented Text Detection with Fully Convolu...2016-04-14Code
41MCLAB_FCN70.8NoPGNet: Real-time Arbitrarily-Shaped Text Spottin...2021-04-12Code