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Integration of optical flow and Multi-Path-Viterbi algorithm for stereo vision
Xie, Qiwei1,3,4; Long, Qian2,3; Mita, Seiichi3
Source PublicationINTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING
2017-05-01
Volume15Issue:3
SubtypeArticle
AbstractThis 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.
KeywordOptical Flow Stereo Vision Disparity Viterbi Process
WOS HeadingsScience & Technology ; Technology ; Physical Sciences
DOI10.1142/S0219691317500229
Indexed BySCI
Language英语
Funding OrganizationStrategic Priority Research Program of the CAS(XDB02060001) ; National Science Foundation of China(61673381 ; Special Program of Beijing Municipal Science & Technology Commission(Z161100000216146) ; 61201050 ; 61306070)
WOS Research AreaComputer Science ; Mathematics
WOS SubjectComputer Science, Software Engineering ; Mathematics, Interdisciplinary Applications
WOS IDWOS:000402747100006
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/15128
Collection类脑智能研究中心
Affiliation1.Beijing Univ Technol, Sch Econ & Management, Data Min Lab, Beijing, Peoples R China
2.Chinese Acad Sci, Yunnan Observ, Kunming, Peoples R China
3.Toyota Technol Inst, Nagoya, Aichi, Japan
4.Chinese Acad Sci, Inst Automat, Beijing, Peoples R China
First Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Recommended Citation
GB/T 7714
Xie, Qiwei,Long, Qian,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, Qian,&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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