Browse > Article
http://dx.doi.org/10.3745/KTSDE.2015.4.5.241

Multi-Parameter Operation Method for Robust Disparity Plane  

Kim, Hyun-Jung (건국대학교 컴퓨터공학과)
Weon, Il-Yong (서울호서전문학교 사이버해킹보안과)
Lee, Chang-Hun (건국대학교 컴퓨터공학과)
Publication Information
KIPS Transactions on Software and Data Engineering / v.4, no.5, 2015 , pp. 241-246 More about this Journal
Abstract
Although many different methods have been used to solve stereo correspondent problems, the deviation of accuracy is too big. Among those many methods, the one that uses segmentation information of input image has received high attention in academic field since it is very close to vision recognition. In this thesis, the existing method of acquiring a single value by using the segment information and initial disparity value was viewed in NP-hard problem to propose a new method. In order to verify the validity of the proposed method, well-known data were used for experiment and the resulted data was analyzed. Although there were some disadvantages in the time aspect, it showed somewhat useful results in the accuracy aspect.
Keywords
Stereo Matching; Color Segmentation; Disparity Plane Fitting; SPPM; MPPM; NP-Hard;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 D. Scharstein, R. Szeliski, "A taxonomy and evaluation of dense two-frame stereo correspondence algorithms," IJCV, Vol.47, No.1-3, pp.7-42, Apr., 2002.   DOI
2 http://vision.middlebury.edu/stereo
3 L. Shafarenko, M. Petrou, and J. Kittler, "Automatic watershed segmentation of randomly textured color images," IEEE Trans. on Image Processing, Vol. 6, No.11, pp.1530-44, 1997.   DOI
4 Heng-Da Cheng, Ying Sun, "A hierarchical approach to color image segmentation using homogeneity, Image Processing," IEEE Transactions on, Vol.9, Issue.12, pp.2071-2082, 2000.
5 Yun-Suk Kang, Yo-Sung H, "Foreground Segmentation and High-Resolution Depth Map Generation Using a Timeof- Flight Depth Camera," The Journal of Korea information and communications society, Vol.37C, No.09, 2012.
6 Daolei Wang, Kah Bin Lim, "A New Segment-based Stereo Matching using Graph Cuts," Computer Science and Information Technology (ICCSIT), 3rd IEEE International Conference on, Vol.5, 2010.
7 Z. Wang, Z. Zheng, "A region based stereo matching algorithm using cooperative optimization," CVPR, 2008.
8 Arti Khaparde, Apurva Naik, Manini Deshpande, Sakshi Khar, Kshitija Pandhari, and Mayura Shewale, "Performance Analysis of Stereo Matching Using Segmentation Based Disparity Map," ICDT, 2013.
9 Li Hong, Chen, George, "Segment-based stereo matching using graph cuts," CVRP, IEEE, Vol.1, 2004.
10 A. Klaus, M. Sormann, and K. Karner, "Segment-based stereo matching using belief propagation and a self-adapting dissimilarity measure," ICPR, 2006.
11 Uyeol Park, Sunghoon An, "A study on Optimization Model of Time-Cost Trade-off Analysis suing Particle Swarm Optimization," Journal of The Korea Institute of Building Construction, Vol.8, No.6, 2008.
12 Youngho Lee, "Design of Multiplier-less 2D State Space Digital Filters Based on Particle Swam Optimization," The Korean Institute of Communications and Information Sciences, Vol.17, No.4, 2013.
13 A. Khaparde, A Naik, M. Deshpande, S. Khar, K. Pandhari, and M. Shewale, "Performance Analysis of Stereo Matching Using Segmentation Based Disparity Map," ICDT 2013: The Eighth International Conference on Digital Telecommunications, 2013.
14 R. Szeliski, R. Zabih, D. Scharsein, O.Veksler, V. Komogorov, A. Agarwala, M. Tappen, and C. rother, "A comparative Study of Endergy Minimzation Methods for Markov Random Fields whtih Smoothness-Based Priors," IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol.30, No.6, pp.1068-1080, Jun., 2008.   DOI
15 Xiaofei Huang, "Cooperative Optimization for Energy Minimization: A Case Study of Stereo Matching," [Internet] http://arxiv.org/abs/cs/0701057v1, 2007.
16 D. Comaniciu, P. Meer, "Mean shift: a robust approach toward feature space analysis," PAM IEEE Transaction, Vol. 24, pp. 603-619, 2002.   DOI
17 H. Tao, H. S. Sawhney, and R. Kumar, "A Global Matching Framework for Stereo Computation," Proc. Int'l Conf. Computer Vision, 2001.
18 Kah Bin Lim, Daolei Wang, "A New Segment-based Stereo Matching using Graph Cuts," Computer Science and Information Technology(ICCSIT), IEEE International Conference, Vol.5, pp.410-416, 2010.