CASIA OpenIR
Adversarial learning based attentional scene text recognizer
Zhao, Jinyuan1,2; Wang, Yanna1; Xiao, Baihua1; Shi, Cunzhao1; Jiang, Jingzhong1,2; Wang, Chunheng1
Source PublicationPATTERN RECOGNITION LETTERS
ISSN0167-8655
2020-10-01
Volume138Pages:217-222
Corresponding AuthorXiao, Baihua(baihua.xiao@ia.ac.cn)
AbstractIn this paper, we propose an adversarial learning based attentional scene text recognizer to solve the distortion problem of scene text image. We choose a rectification module which can rectify images in both horizontal and vertical directions, and use a recognizer based on the attention mechanism. Through the adversarial learning of the rectification network and the recognition network, we iteratively improve the rectification effect and the recognition performance. The entire network is trained with weak supervision, so only images and corresponding text labels are needed. Our method achieves high performance for both regular and irregular scene text images, and the experimental results tested on multiple benchmarks prove that our method achieves the performance of state-of-the-art. (C) 2020 Elsevier B.V. All rights reserved.
KeywordScene text recognition Generative adversarial network Image rectification
DOI10.1016/j.patrec.2020.07.027
WOS KeywordNETWORK
Indexed BySCI
Language英语
Funding ProjectNational Natural Science Foundation of China (NSFC)[61531019] ; National Natural Science Foundation of China (NSFC)[71621002] ; Key Programs of the Chinese Academy of Sciences[ZDBS-SSW-JSC003] ; Key Programs of the Chinese Academy of Sciences[ZDBS-SSW-JSC004] ; Key Programs of the Chinese Academy of Sciences[ZDBS-SSW-JSC005]
Funding OrganizationNational Natural Science Foundation of China (NSFC) ; Key Programs of the Chinese Academy of Sciences
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence
WOS IDWOS:000579804900030
PublisherELSEVIER
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/42114
Collection中国科学院自动化研究所
Corresponding AuthorXiao, Baihua
Affiliation1.Chinese Acad Sci CASIA, Inst Automat, 95 Zhongguancun East Rd, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci UCAS, 19 A Yuquan Rd, Beijing 100049, Peoples R China
First Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Corresponding Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Recommended Citation
GB/T 7714
Zhao, Jinyuan,Wang, Yanna,Xiao, Baihua,et al. Adversarial learning based attentional scene text recognizer[J]. PATTERN RECOGNITION LETTERS,2020,138:217-222.
APA Zhao, Jinyuan,Wang, Yanna,Xiao, Baihua,Shi, Cunzhao,Jiang, Jingzhong,&Wang, Chunheng.(2020).Adversarial learning based attentional scene text recognizer.PATTERN RECOGNITION LETTERS,138,217-222.
MLA Zhao, Jinyuan,et al."Adversarial learning based attentional scene text recognizer".PATTERN RECOGNITION LETTERS 138(2020):217-222.
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