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  5. 影像分析与机器视觉团队
Adversarial learning based attentional scene text recognizer

文献类型：期刊论文

作者Zhao, Jinyuan1,2; Wang, Yanna1; Xiao, Baihua1; Shi, Cunzhao1; Jiang, Jingzhong1,2; Wang, Chunheng1
刊名PATTERN RECOGNITION LETTERS
出版日期2020-10-01
卷号138页码:217-222
ISSN号0167-8655
关键词Scene text recognition Generative adversarial network Image rectification
DOI10.1016/j.patrec.2020.07.027
通讯作者Xiao, Baihua(baihua.xiao@ia.ac.cn)
英文摘要In 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.
WOS关键词NETWORK
资助项目National 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]
WOS研究方向Computer Science
语种英语
出版者ELSEVIER
WOS记录号WOS:000579804900030
资助机构National Natural Science Foundation of China (NSFC) ; Key Programs of the Chinese Academy of Sciences
源URL[http://ir.ia.ac.cn/handle/173211/42113]  
专题自动化研究所_复杂系统管理与控制国家重点实验室_影像分析与机器视觉团队
通讯作者Xiao, Baihua
作者单位1.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
推荐引用方式
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.

入库方式： OAI收割

来源：自动化研究所

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