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AI for Image & Video Understanding III

TEXT RECOGNITION IN IMAGES BASED ON TRANSFORMER WITH HIERARCHICAL ATTENTION


Recognizing text in images has been a hot research topic in computer vision for decades due to its various application. However, the variations in text appearance in term of perspective distortion, text line curvature, text styles, etc., cause great trouble in text recognition. Inspired by the Transformer structure that achieved outstanding performance in many natural language processing related applications, we propose a new Transformer-like structure for text recognition in images, which is referred to as the Hierarchical Attention Transformer Network (HATN).

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Authors:
Yiwei Zhu, Shilin Wang, Zheng Huang and Kai Chen
Submitted On:
18 September 2019 - 10:32am
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[1] Yiwei Zhu, Shilin Wang, Zheng Huang and Kai Chen, "TEXT RECOGNITION IN IMAGES BASED ON TRANSFORMER WITH HIERARCHICAL ATTENTION", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4673. Accessed: Jun. 06, 2020.
@article{4673-19,
url = {http://sigport.org/4673},
author = {Yiwei Zhu; Shilin Wang; Zheng Huang and Kai Chen },
publisher = {IEEE SigPort},
title = {TEXT RECOGNITION IN IMAGES BASED ON TRANSFORMER WITH HIERARCHICAL ATTENTION},
year = {2019} }
TY - EJOUR
T1 - TEXT RECOGNITION IN IMAGES BASED ON TRANSFORMER WITH HIERARCHICAL ATTENTION
AU - Yiwei Zhu; Shilin Wang; Zheng Huang and Kai Chen
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4673
ER -
Yiwei Zhu, Shilin Wang, Zheng Huang and Kai Chen. (2019). TEXT RECOGNITION IN IMAGES BASED ON TRANSFORMER WITH HIERARCHICAL ATTENTION. IEEE SigPort. http://sigport.org/4673
Yiwei Zhu, Shilin Wang, Zheng Huang and Kai Chen, 2019. TEXT RECOGNITION IN IMAGES BASED ON TRANSFORMER WITH HIERARCHICAL ATTENTION. Available at: http://sigport.org/4673.
Yiwei Zhu, Shilin Wang, Zheng Huang and Kai Chen. (2019). "TEXT RECOGNITION IN IMAGES BASED ON TRANSFORMER WITH HIERARCHICAL ATTENTION." Web.
1. Yiwei Zhu, Shilin Wang, Zheng Huang and Kai Chen. TEXT RECOGNITION IN IMAGES BASED ON TRANSFORMER WITH HIERARCHICAL ATTENTION [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4673