中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
首页 机构 成果 学者
  
  1. CAS IR Grid
  2. 自动化研究所
  3. 中国科学院自动化研究所
  4. 多模态人工智能系统全国重点实验室
  5. 三维可视计算
Scene text removal via cascaded text stroke detection and erasing

文献类型：期刊论文

作者Bian,Xuewei1,2; Wang,Chaoqun1,2; Quan,Weize1,2; Ye,Juntao1,2; Zhang,Xiaopeng1,2; Yan,Dong-Ming1,2
刊名Computational Visual Media
出版日期2021-12-06
卷号8期号:2
关键词scene text removal text stroke detection generative adversarial networks cascaded network design real-world dataset
ISSN号2096-0433
DOI10.1007/s41095-021-0242-8
通讯作者Quan,Weize(qweizework@gmail.com)
英文摘要AbstractRecent learning-based approaches show promising performance improvement for the scene text removal task but usually leave several remnants of text and provide visually unpleasant results. In this work, a novel end-to-end framework is proposed based on accurate text stroke detection. Specifically, the text removal problem is decoupled into text stroke detection and stroke removal; we design separate networks to solve these two subproblems, the latter being a generative network. These two networks are combined as a processing unit, which is cascaded to obtain our final model for text removal. Experimental results demonstrate that the proposed method substantially outperforms the state-of-the-art for locating and erasing scene text. A new large-scale real-world dataset with 12,120 images has been constructed and is being made available to facilitate research, as current publicly available datasets are mainly synthetic so cannot properly measure the performance of different methods.
语种英语
WOS记录号BMC:10.1007/S41095-021-0242-8
出版者Tsinghua University Press
源URL[http://ir.ia.ac.cn/handle/173211/46132]  
专题模式识别国家重点实验室_三维可视计算
通讯作者Quan,Weize
作者单位1.Institute of Automation; National Laboratory of Pattern Recognition
2.University of Chinese Academy of Sciences; School of Artificial Intelligence
推荐引用方式
GB/T 7714		 Bian,Xuewei,Wang,Chaoqun,Quan,Weize,et al. Scene text removal via cascaded text stroke detection and erasing[J]. Computational Visual Media,2021,8(2).
APA Bian,Xuewei,Wang,Chaoqun,Quan,Weize,Ye,Juntao,Zhang,Xiaopeng,&Yan,Dong-Ming.(2021).Scene text removal via cascaded text stroke detection and erasing.Computational Visual Media,8(2).
MLA Bian,Xuewei,et al."Scene text removal via cascaded text stroke detection and erasing".Computational Visual Media 8.2(2021).

入库方式： OAI收割

来源：自动化研究所

浏览0
下载0
收藏0
其他版本

除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。