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In this paper, we study the problem of text line recognition.
Long short-term memory
Sepp Hochreiter and Jürgen Schmidhuber · 1997
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Connectionist temporal classification: Labelling unsegmented sequence data with recurrent neural networks
Alex Graves, Santiago Fernández, Faustino Gomez, and Jürgen Schmidhuber · 2006
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Large language models in machine translation
T. Brants, A. C. Popat, P. Xu, F. J. Och, and J. Dean · 2007
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Lattice-based minimum error rate training for statistical machine translation
W. Macherey, F. J. Och, I. Thayer, and J. Uszkoreit · 2008
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A novel connectionist system for unconstrained handwriting recognition
A. Graves, M. Liwicki, S. Fernández, R. Bertolami, H. Bunke, and J. Schmidhuber · 2009
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Offline handwriting recognition with multidimensional recurrent neural networks
Alex Graves and Jürgen Schmidhuber · 2009
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Photoocr: Reading text in uncontrolled conditions
A. Bissacco, M. Cummins, Y. Netzer, and H. Neven · 2013
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High-performance ocr for printed english and fraktur using lstm networks
T. M. Breuel, A. Ul-Hasan, M. A. Al-Azawi, and F. Shafait · 2013
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Synthetic data and artificial neural networks for natural scene text recognition
Max Jaderberg, Karen Simonyan, Andrea Vedaldi, and Andrew Zisserman · 2014
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Dropout improves recurrent neural networks for handwriting recognition
V. Pham, T. Bluche, C. Kermorvant, and J. Louradour · 2014
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A context-sensitive-chunk bptt approach to training deep lstm/blstm recurrent neural networks for offline handwriting recognition
Kai Chen, Zhi-Jie Yan, , and Qiang Huo · 2015
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Accurate scene text recognition based on recurrent neural network
Bolan Su and Shijian Lu · 2015
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Going deeper with convolutions
C. Szegedy, Wei Liu, Yangqing Jia, P. Sermanet, S. Reed, D. Anguelov, D. Erhan, V. Vanhoucke, and A. Rabinovich · 2015
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Joint line segmentation and transcription for end-to-end handwritten paragraph recognition
Theodore Bluche · 2016
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Synthetic data for text localisation in natural images
Ankush Gupta, Andrea Vedaldi, and Andrew Zisserman · 2016
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
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Reading text in the wild with convolutional neural networks
Max Jaderberg, Karen Simonyan, Andrea Vedaldi, and Andrew Zisserman · 2016
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Robust scene text recognition with automatic rectification
Baoguang Shi, Xinggang Wang, Pengyuan Lyu, Cong Yao, and Xiang Bai · 2016
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Handwriting recognition with large multidimensional long short-term memory recurrent neural networks
P. Voigtlaender, P. Doetsch, and H. Ney · 2016
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Gated convolutional recurrent neural networks for multilingual handwriting recognition
T. Bluche and R. Messina · 2017
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Total-text: A comprehensive dataset for scene text detection and recognition
Chee Kheng Chng and Chee Seng Chan · 2017
Cited alongside, same era.
Sequence-to-label script identification for multilingual ocr
Y. Fujii, K. Driesen, J. Baccash, A. Hurst, and A. C. Popat · 2017
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Mobilenets: Efficient convolutional neural networks for mobile vision applications
Andrew G. Howard, Menglong Zhu, Bo Chen, Dmitry Kalenichenko, Weijun Wang, Tobias Weyand, Marco Andreetto, and Hartwig Adam · 2017
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Batch renormalization: Towards reducing minibatch dependence in batch-normalized models
Sergey Ioffe · 2017
Cited alongside, same era.
Attention networks for image-to-text
J. Poulos and Rafael Valle · 2017
MASTER: multi-aspect non-local network for scene text recognition
Ning Lu, Wenwen Yu, Xianbiao Qi, Yihao Chen, Ping Gong, and Rong Xiao · 2019
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Evaluating sequence-to-sequence models for handwritten text recognition
J. Michael, R. Labahn, T. Grüning, and J. Zöllner · 2019
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Scene text access: A comparison of mobile ocr modalities for blind users
Leo Neat, Ren Peng, Siyang Qin, and Roberto Manduchi · 2019
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Non-discriminative data or weak model? on the relative importance of data and model resolution, 2019
Mark Sandler, Jonathan Baccash, Andrey Zhmoginov, and Andrew Howard · 2019
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Aster: An attentional scene text recognizer with flexible rectification
B. Shi, M. Yang, X. Wang, P. Lyu, C. Yao, and X. Bai · 2019
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Cited alongside, same era.
Are multidimensional recurrent layers really necessary for handwritten text recognition?
J. Puigcerver · 2017
Cited alongside, same era.
An end-to-end trainable neural network for image-based sequence recognition and its application to scene text recognition
B. Shi, X. Bai, and C. Yao · 2017
Cited alongside, same era.
Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Ł ukasz Kaiser, and Illia Polosukhin · 2017
Cited alongside, same era.
Gated recurrent convolution neural network for ocr
Jianfeng Wang and Xiaolin Hu · 2017
Cited alongside, same era.
Uber-text: A large-scale dataset for optical character recognition from street-level imagery
Ying Zhang, Lionel Gueguen, Ilya Zharkov, Peter Zhang, Keith Seifert, and Ben Kadlec · 2017
Cited alongside, same era.
An Efficient End-to-End Neural Model for Handwritten Text Recognition
Arindam Chowdhury and Lovekesh Vig · 2018
Cited alongside, same era.
Mobilenetv2: Inverted residuals and linear bottlenecks
M. Sandler, A. Howard, M. Zhu, A. Zhmoginov, and L. Chen · 2018
Cited alongside, same era.
Scene text recognition via gated cascade attention
S. Wang, Y. Wang, X. Qin, Q. Zhao, and Z. Tang · 2019
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Esir: End-to-end scene text recognition via iterative image rectification
F. Zhan and S. Lu · 2019
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Text recognition in the wild: A survey
Xiaoxue Chen, Lianwen Jin, Yuanzhi Zhu, Canjie Luo, and T. Wang · 2020
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Pay attention to what you read: Non-recurrent handwritten text-line recognition, 2020
Lei Kang, Pau Riba, Marçal Rusiñol, Alicia Fornés, and Mauricio Villegas · 2020
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The open images dataset v4
Alina Kuznetsova, Hassan Rom, Neil Alldrin, Jasper Uijlings, Ivan Krasin, Jordi Pont-Tuset, Shahab Kamali, Stefan Popov, Matteo Malloci, Alexander Kolesnikov, and et al · 2020
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On recognizing texts of arbitrary shapes with 2d self-attention
Junyeop Lee, Sungrae Park, Jeonghun Baek, Seong Joon Oh, Seonghyeon Kim, and Hwalsuk Lee · 2020
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Scatter: Selective context attentional scene text recognizer
Ron Litman, Oron Anschel, Shahar Tsiper, Roee Litman, Shai Mazor, and R. Manmatha · 2020
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Scene text detection and recognition: The deep learning era
Shangbang Long, Xin He, and Cong Yao · 2020
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Handwritten optical character recognition (ocr): A comprehensive systematic literature review (slr)
J. Memon, M. Sami, R. A. Khan, and M. Uddin · 2020
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Gaussian constrained attention network for scene text recognition, 2020
Zhi Qiao, Xugong Qin, Yu Zhou, Fei Yang, and Weiping Wang · 2020
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Decoupled attention network for text recognition
Tianwei Wang, Yuanzhi Zhu, Lianwen Jin, Canjie Luo, Xiaoxue Chen, Yaqiang Wu, Qianying Wang, and Mingxiang Cai · 2020
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Mobiledets: Searching for object detection architectures for mobile accelerators, 2020
Yunyang Xiong, Hanxiao Liu, Suyog Gupta, Berkin Akin, Gabriel Bender, Pieter-Jan Kindermans, Mingxing Tan, Vikas Singh, and Bo Chen · 2020
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Towards accurate scene text recognition with semantic reasoning networks
Deli Yu, Xuan Li, Chengquan Zhang, Tao Liu, Junyu Han, Jingtuo Liu, and Errui Ding · 2020
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Sahan: Scale-aware hierarchical attention network for scene text recognition
Jiaxin Zhang, Canjie Luo, Lianwen Jin, Tianwei Wang, Ziyan Li, and Weiying Zhou · 2020
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