Text recognition from silent lip movement video | |
Wei, Youda1,2; Hu, Xiaodong1![]() | |
2019-01-02 | |
会议名称 | 2018 IEEE 3rd International Conference on Signal and Image Processing, ICSIP 2018 |
会议录名称 | 2018 IEEE 3rd International Conference on Signal and Image Processing, ICSIP 2018 |
页码 | 168-171 |
会议日期 | 2018-07-13 |
会议地点 | Shenzhen, China |
出版者 | Institute of Electrical and Electronics Engineers Inc. |
产权排序 | 1 |
摘要 | Lip reading, the ability to recognize text information from the movement of a speaker's mouth, is a difficult and challenging task. Recently, the end-to-end model that maps a variable-length sequence of video frames to text performs poorly in real life situation where people unintentionally move the lips instead of speaking. The goal of this work is to improve the performance of lip reading task in real life. The model proposed in this article consists of two networks that are visual to audio feature network and audio feature to text network. Our experiments showed that the model proposed in this article can achieve 92.76% accuracy in lip reading task on the dataset that the unintentional lips movement was added. ? 2018 IEEE. |
作者部门 | 光学定向与测量技术研究室 |
DOI | 10.1109/SIPROCESS.2018.8600535 |
收录类别 | EI |
ISBN号 | 9781538663943 |
语种 | 英语 |
EI入藏号 | 20190806535377 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/31280 |
专题 | 光学定向与测量技术研究室 |
作者单位 | 1.Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an, China; 2.University of Chinese Academy of Sciences, Beijing, China |
推荐引用方式 GB/T 7714 | Wei, Youda,Hu, Xiaodong. Text recognition from silent lip movement video[C]:Institute of Electrical and Electronics Engineers Inc.,2019:168-171. |
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