Integration of optical flow and Multi-Path-Viterbi algorithm for stereo vision | |
Xie, Qiwei1,3,4; Long Q(龙潜)2,3; Mita, Seiichi3 | |
发表期刊 | INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING |
2017-05-01 | |
卷号 | 15期号:3 |
DOI | 10.1142/S0219691317500229 |
产权排序 | 第2完成单位 |
收录类别 | SCI ; EI |
关键词 | Optical Flow Stereo Vision Disparity Viterbi Process |
摘要 | This paper proposes a novel stereo matching algorithm to solve environment sensing problems. It integrates a non-convex optical flow and Viterbi process. The non-convex optical flow employs a new adaptive weighted non-convex Total Generalized Variation (TGV) model, which can obtain sharp disparity maps. Structural similarity, total variation constraint, and a specific merging strategy are combined with the 4 bi-directional Viterbi process to improve the robustness. In the fusion of the optical flow and Viterbi process, a new occlusion processing method is incorporated in order to get more sharp disparity and more robust result. Extensive experiments are conducted to compare this algorithm with other state-of-the-art methods. Experimental results show the superiority of our algorithm. |
资助项目 | Strategic Priority Research Program of the CAS[XDB02060001] ; National Science Foundation of China[61673381] ; National Science Foundation of China[61201050] ; National Science Foundation of China[61306070] ; Special Program of Beijing Municipal Science & Technology Commission[Z161100000216146] |
项目资助者 | Strategic Priority Research Program of the CAS[XDB02060001] ; National Science Foundation of China[61673381, 61201050, 61306070] ; Special Program of Beijing Municipal Science & Technology Commission[Z161100000216146] |
语种 | 英语 |
学科领域 | 计算机科学技术 |
文章类型 | Article |
出版者 | WORLD SCIENTIFIC PUBL CO PTE LTD |
出版地 | 5 TOH TUCK LINK, SINGAPORE 596224, SINGAPORE |
ISSN | 0219-6913 |
URL | 查看原文 |
WOS记录号 | WOS:000402747100006 |
WOS研究方向 | Computer Science ; Mathematics |
WOS类目 | Computer Science, Software Engineering ; Mathematics, Interdisciplinary Applications |
EI入藏号 | 20171603583428 |
EI主题词 | Stereo vision |
EI分类号 | 723.2Data Processing and Image Processing - 723.5Computer Applications - 741.1Light/Optics - 741.2Vision - 922.1Probability Theory |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ynao.ac.cn/handle/114a53/9999 |
专题 | 南方基地 |
通讯作者 | Long Q(龙潜) |
作者单位 | 1.Data Mining Lab, School of Economics and Management, Beijing University of Technology, Beijing, P. R. China 2.Yunnan Observatories, Chinese Academy of Sciences, Kunming, P. R. China 3.Toyota Technological Institute, Nagoya, Aichi, Japan 4.Institute of Automation, Chinese Academy of Sciences, Beijing, P. R. China |
通讯作者单位 | 中国科学院云南天文台 |
推荐引用方式 GB/T 7714 | Xie, Qiwei,Long Q,Mita, Seiichi. Integration of optical flow and Multi-Path-Viterbi algorithm for stereo vision[J]. INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING,2017,15(3). |
APA | Xie, Qiwei,Long Q,&Mita, Seiichi.(2017).Integration of optical flow and Multi-Path-Viterbi algorithm for stereo vision.INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING,15(3). |
MLA | Xie, Qiwei,et al."Integration of optical flow and Multi-Path-Viterbi algorithm for stereo vision".INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING 15.3(2017). |
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Integration of optic(2137KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 请求全文 |
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