A stereo matching with reconstruction network for lowlight stereo vision | |
Tang, Rui; Zhang, Geng; Liu, Xuebin | |
2019-11-27 | |
会议名称 | 2nd International Conference on Signal Processing and Machine Learning, SPML 2019 |
会议录名称 | Proceedings of 2019 2nd International Conference on Signal Processing and Machine Learning, SPML 2019 |
页码 | 98-102 |
会议日期 | 2019-11-27 |
会议地点 | Hangzhou, China |
出版者 | Association for Computing Machinery |
产权排序 | 1 |
摘要 | To solve the problem existing in the stereo matching of low-light images, this paper proposes a stereo matching with reconstruction network based on pyramid stereo matching network(PSMNet) and reconstruction module. In view of the characteristics of the lowlight image with severe and complex noise, the image reconstruction module is added into the traditional stereo matching network for automatic denoising. In this process, the image reconstruction module assists the stereo matching module in model training, so as to reduce the influence of noise on stereo matching and obtain more accurate results. The proposed method has been evaluated and achieves good performance on the Middlebury dataset which is preprocessed. In addition, a low-light binocular platform is built to get the true low-light image and test our network in night environment, results show the disparity maps are more accurate compared with previous methods. © 2019 Association for Computing Machinery. |
关键词 | stereo matching low-light image image reconstruction image denoising |
作者部门 | 光谱成像技术研究室 |
DOI | 10.1145/3372806.3372821 |
收录类别 | EI |
ISBN号 | 9781450372213 |
语种 | 英语 |
EI入藏号 | 20200708152648 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/93243 |
专题 | 光谱成像技术研究室 |
作者单位 | Key Laboratory of Spectral Imaging Technology, Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences Xi'an, Shaanxi Province; 710119, China |
推荐引用方式 GB/T 7714 | Tang, Rui,Zhang, Geng,Liu, Xuebin. A stereo matching with reconstruction network for lowlight stereo vision[C]:Association for Computing Machinery,2019:98-102. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
A stereo matching wi(967KB) | 会议论文 | 限制开放 | CC BY-NC-SA | 请求全文 |
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