Deep-Learning-for-OCR

KO | EN

gitlite — search

#hacktoberfest #react #ai #rust #deep-learning #macos #java #awesome #cli #kubernetes #vue #mcp #ios #openai

Deep-Learning-for-OCR

(★ 343)

This is a reading list for deep learning for OCR

파일 탐색기

최종 버전 다운로드 (.zip)

README.md

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

# Deep Learning for OCR
This is a reading list for deep learning for OCR. I became interested in this topic when I was developing a mobile app for receipt and shopping management. See [my homepage](https://hengshuaiyao.github.io/) for more this app. I am going to release the dataset we collected for this project.

## Papers
- Reading text in the wild with convolutional neural networks (2016), M. Jaderberg et al. *(DeepMind)* [[pdf]](http://arxiv.org/pdf/1412.1842)
- Recursive Recurrent Nets with Attention Modeling for OCR in the Wild, Chen-Yu Lee, Simon Osindero, 2016, [pdf](https://arxiv.org/pdf/1603.03101v1)
- The Unreasonable Effectiveness of Recurrent Neural Networks, Andrej Karpathy, 2015, [blog](http://karpathy.github.io/2015/05/21/rnn-effectiveness/)
- A Comparison of Sequence-Trained Deep Neural Networks and Recurrent Neural Networks Optical Modeling for Handwriting Recognition, Theodore Bluche, Hermann Ney, and Christopher Kermorvant, slsp, 2014. [pdf](http://www.a2ialab.com/lib/exe/fetch.php?media=publications:slsp2014.pdf)
- Optical Character Recognition (OCR), Marina Samuel, [blog](http://aosabook.org/en/500L/optical-character-recognition-ocr.html)
- Text Recognition in Videos using a Recurrent Connectionist Approach, Khaoula Elagouni, Christophe Garcia, Franck Mamalet1
, and Pascale Sebillot, 2012. [pdf](http://liris.cnrs.fr/Documents/Liris-5660.pdf)
- A Novel Word Spotting Method Based on Recurrent Neural Networks, Volkmar Frinken, Andreas Fischer, R. Manmatha, and Horst Bunke, [pdf](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.367.75&rep=rep1&type=pdf)
- SEQUENCE TO SEQUENCE LEARNING FOR OPTICAL CHARACTER RECOGNITION, Devendra Kumar Sahu & Mohak Sukhwani, 2015, [pdf](http://arxiv.org/pdf/1511.04176.pdf)
- Scan, Attend and Read: End-to-End Handwritten Paragraph Recognition with MDLSTM Attention, Theodore Bluche Jerome Louradour, Ronaldo Messina, 2016. [pdf](https://arxiv.org/pdf/1604.03286.pdf)
- Recursive Recurrent Nets with Attention Modeling for OCR in the Wild, Chen-Yu Lee, Simon Osindero, CVPR, 2016, [pdf](http://www.cv-foundation.org/openaccess/content_cvpr_2016/papers/Lee_Recursive_Recurrent_Nets_CVPR_2016_paper.pdf)
- Reading Scene Text in Deep Convolutional Sequences, Pan He, Weilin Huang, Yu Qiao, Chen Change Loy, and Xiaoou Tang, 2016, [pdf](http://www.whuang.org/papers/phe2016_aaai.pdf)
- Multi-digit Number Recognition from Street View, Imagery using Deep Convolutional Neural Networks, Ian J. Goodfellow, Yaroslav Bulatov, Julian Ibarz, Sacha Arnoud, Vinay Shet. 2014. [pdf](https://arxiv.org/pdf/1312.6082.pdf)
- ReNet: A Recurrent Neural Network Based Alternative to Convolutional Networks, Francesco Visin, Kyle Kastner,Kyunghyun Cho, Matteo Matteucci,Aaron Courville, Yoshua Bengio. [pdf](https://arxiv.org/pdf/1505.00393.pdf)
- End-to-End Text Recognition with Convolutional Neural Networks, Tao Wang, David J. Wu, Adam Coates, Andrew Y. Ng, ICPR, 2012. [pdf](https://crypto.stanford.edu/~dwu4/papers/ICPR2012.pdf)
- Towards End-to-End Speech Recognition with Recurrent Neural Networks. Alex Graves, Navdeep Jaitly. ICML, 2014. [pdf](http://www.jmlr.org/proceedings/papers/v32/graves14.pdf)
- PhotoOCR: Reading Text in Uncontrolled Conditions, Alessandro Bissacco, Mark Cummins, Yuval Netzer, Hartmut Neven. [pdf](https://ai2-s2-pdfs.s3.amazonaws.com/31a8/803d7e2618bfa44c472d003055bb5961b9de.pdf)
- High Performance OCR for Printed English and Fraktur using LSTM Networks. ICDAR, 2013. [pdf](https://www.researchgate.net/profile/Adnan_Ul-Hasan/publication/260341302_High_Performance_OCR_for_Printed_English_and_Fraktur_using_LSTM_Networks/links/0deec530da5e58f067000000.pdf?origin=publication_detail)
- Image binarization for end-to-end text understanding in natural images, Sergey Milyaev, Olga Barinova, Tatiana Novikova, Pushmeet Kohli, Victor Lempitsky. ICDAR, 2013, [pdf](http://research.microsoft.com/en-us/um/people/pkohli/papers/mbnlk_icdar2013.pdf)
- Deep Features for Text Spotting, European Conference on Computer Vision, M. Jaderberg, A. Vedaldi, A. Zisserman, 2014. [pdf](http://www.robots.ox.ac.uk/~vgg/publications/2014/Jaderberg14/jaderberg14.pdf.pdf), [code](https://bitbucket.org/socialauth/migrate/?next=/jaderberg/eccv2014_textspotting)

Deep-Learning-for-OCR

파일 탐색기

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

Deep-Learning-for-OCR

파일 탐색기

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

Download README