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Scene Text Localization & Recognition Resources [Year-Wise]

Read this institute-wise: English, 简体中文.

Read this year-wise: English, 简体中文.*

[STL] (Scene Text Localization) Detect text area from scene input image

[TR] (Text Recognition) Recognize text content

[Overview] Summary, overview, survey papers

Last update: Apr.08 2018

1. Papers & Code

2018

  • [2018-arXiv][STL] TextBoxes++: A Single-Shot Oriented Scene Text Detector paper code

2017

  • [2017-arXiv][STL] Detecting Curve Text in the Wild: New Dataset and New Solution paper
  • [2017-TPAMI][TR] Learning Spatial-Semantic Context with Fully Convolutional Recurrent Network for Online Handwritten Chinese Text Recognition paper
  • [2017-CVPR][STL] Deep Matching Prior Network: Toward Tighter Multi-oriented Text Detection paper
  • [2017-arXiv][STL] Arbitrary-Oriented Scene Text Detection via Rotation Proposals paper
  • [2017-AAAI][STL] TextBoxes: A Fast TextDetector with a Single Deep Neural Network paper code
  • [2017-CVPR][STL] Detecting Oriented Text in Natural Images by Linking Segments paper
  • [2017-arXiv][STL] Improving Text Proposal for Scene Images with Fully Convolutional Networks paper
  • [2017-AAAI][STL][TR] Detection and Recognition of Text Embedding in Online Images via Neural Context Models paper
  • [2017-CVPR][STL] EAST: An Efficient and Accurate Scene Text Detector paper
  • [2017-arXiv][STL] Deep Direct Regression for Multi-Oriented Scene Text Detection paper
  • [2017-arXiv][STL] Cascaded Segmentation-Detection Networks for Word-Level Text Spotting paper
  • [2017-ICCV][STL][TR] Deep TextSpotter: An End-to-End Trainable Scene Text Localization and Recognition Framework peper code
  • [2017-arXiv][STL] R2CNN: Rotational Region CNN for Orientation Robust Scene Text Detection paper
  • [2017-ICCV][STL] WeText: Scene Text Detection under Weak Supervision paper
  • [2017-ICCV][STL] Single Shot Text Detector with Regional Attention paper code
  • [2017-ICCV][STL] Self-organized Text Detection with Minimal Post-processing via Border Learning paper
  • [2017-ICCV][TR] Focusing Attention: Towards Accurate Text Recognition in Natural Images paper
  • [2017-ICCV][STL][TR] Towards End-to-end Text Spotting with Convolutional Recurrent Neural Networks paper
  • [2017-CVPR][STL] Unambiguous Text Localization and Retrieval for Cluttered Scenes paper

2016

  • [2016-TIP] [Overview] Text Detection Tracking and Recognition in Video: A Comprehensive Survey paper
  • [2016-IJCV][STL][TR] Reading Text in the Wild with Convolutional Neural Networks paper demo homepage
  • [2016-CVPR][STL] Synthetic Data for Text Localisation in Natural Images paper code data
  • [2016-ECCV][STL] CTPN: Detecting Text in Natural Image with Connectionist Text Proposal Network paper code
  • [2016-CVPR][STL] Accurate Text Localization in Natural Image with Cascaded Convolutional Text Network paper
  • [2016-AAAI][STL] Reading Scene Text in Deep Convolutional Sequences paper
  • [2016-TIP][STL] Text-Attentional Convolutional Neural Networks for Scene Text Detection paper
  • [2016-arXiv][STL] DeepText:A Unified Framework for Text Proposal Generation and Text Detection in Natural Images paper
  • [2016-CVPR][TR] Robust scene text recognition with automatic rectification paper
  • [2016-arXiv][STL] Scene Text Detection via Holistic, Multi-Channel Prediction paper
  • [2016-CVPR][STL] Multi-oriented text detection with fully convolutional networks paper
  • [2016-arXiv][STL] TextProposals: a Text-specific Selective Search Algorithm for Word Spotting in the Wild paper code
  • [2016-CVPR][TR] Recursive Recurrent Nets with Attention Modeling for OCR in the Wild paper
  • [2016-arXiv][STL][TR] COCO-Text: Dataset and Benchmark for Text Detection and Recognition in Natural Images paper
  • [2016-PhD Thesis][STL] Context Modeling for Semantic Text Matching and Scene Text Detection paper
  • [2016-IJCAI][STL] Scene Text Detection in Video by Learning Locally and Globally paper
  • [2016-CVPR][STL] CannyText Detector: Fast and Robust Scene Text Localization Algorithm paper
  • [2016-IJDAR][STL] TextCatcher: a method to detect curved and challenging text in natural scenes paper
  • [2016-NIPS][TR] Generative Shape Models: Joint Text Recognition and Segmentation with Very Little Training Data paper

2015

  • [2015-PAMI] [Overview] Text Detection and Recognition in Imagery: A Survey paper
  • [2015-ICLR][TR] Deep structured output learning for unconstrained text recognition paper
  • [2015-PhD Thesis][STL] Deep Learning for Text Spotting paper code
  • [2015-CoRR][TR] An End-to-End Trainable Neural Network for Image-based Sequence Recognition and Its Application to Scene Text Recognition paper code code
  • [2015-ICDAR][STL] Object Proposals for Text Extraction in the Wild paper code
  • [2015-TPAMI][STL][TR] Real-time Lexicon-free Scene Text Localization and Recognition paper
  • [2015-ICCV][STL] FASText: Efficient unconstrained scene text detector paper code

2014

  • [2014-Front.Comput.Sci] [Overview] Scene Text Detection and Recognition: Recent Advances and Future Trends paper
  • [2014-ECCV][STL] Deep Features for Text Spotting paper code model GitXiv
  • [2014-NIPS][TR] Synthetic Data and Artificial Neural Networks for Natural Scene Text Recognition paper homepage model
  • [2014-ECCV][STL] Robust Scene Text Detection with Convolution Neural Network Induced MSER Trees paper
  • [2014-TPAMI][TR] Word Spotting and Recognition with Embedded Attributes paper homepage code
  • [2014-TPAMI][TR] Robust Text Detection in Natural Scene Images paper

2013

  • [2013-ICCV][STL][TR] Photo OCR: Reading Text in Uncontrolled Conditions paper
  • [2013-CVPR][TR] Scene Text Recognition using Part-based Tree-structured Character Detection paper

2012

  • [2012-ICPR][TR] End-to-End Text Recognition with Convolutional Neural Networks paper code SVHN Dataset
  • [2012-PhD Thesis][TR] End-to-End Text Recognition with Convolutional Neural Networks paper
  • [2012-CVPR][STL][TR] Real-time scene text localization and recognition paper code
  • [2012-ICPR][TR] End-to-End Text Recognition with CNN paper code

2010

  • [2010-CVPR][STL] SWT: Detecting Text in Natural Scenes with Stroke Width Transform paper code