Adversarial learning based attentional scene text recognizer | |
Zhao, Jinyuan1,2; Wang, Yanna1; Xiao, Baihua1; Shi, Cunzhao1; Jiang, Jingzhong1,2; Wang, Chunheng1 | |
发表期刊 | PATTERN RECOGNITION LETTERS |
ISSN | 0167-8655 |
2020-10-01 | |
卷号 | 138期号:1页码:217-222 |
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. |
关键词 | Scene text recognition Generative adversarial network Image rectification |
DOI | 10.1016/j.patrec.2020.07.027 |
关键词[WOS] | NETWORK |
收录类别 | SCI |
语种 | 英语 |
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] |
项目资助者 | National Natural Science Foundation of China (NSFC) ; Key Programs of the Chinese Academy of Sciences |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence |
WOS记录号 | WOS:000579804900030 |
出版者 | ELSEVIER |
七大方向——子方向分类 | 文字识别与文档分析 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/42114 |
专题 | 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 |
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 |
第一作者单位 | 中国科学院自动化研究所 |
通讯作者单位 | 中国科学院自动化研究所 |
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(1):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(1),217-222. |
MLA | Zhao, Jinyuan,et al."Adversarial learning based attentional scene text recognizer".PATTERN RECOGNITION LETTERS 138.1(2020):217-222. |
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