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一种基于图像分割的立体匹配算法 被引量:1

Stereo Matching Algorithm Based on Image Segmentation
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摘要 针对在立体匹配过程中的低纹理和视差不连续的问题,提出了一种基于图像分割的立体匹配算法。首先采用Mean-Shift算法对彩色图像进行图像分割,并认为分割区域块内的像素视差是平滑的,然后采用较大窗口匹配方法,提取左右彩色图像相似像素点作为种子点,根据区域内的平滑约束条件,利用小窗口匹配方法将种子点向周围区域扩散,最终得到稠密视差图。实验结果表明该算法相比传统的自适应匹配算法,视差不连续区域匹配误差降低10%左右。 For the problem of the low texture region and disparity discontinuity in stereo matching, a stereo matching algorithm based on image seg- mentation is presented. Firstly, color image is segment by applying mean shift method. And assuming that the disparity of pix in the segment is smooth. Then pixels which are similar in right and left color imageare extractedby using large window as seed points,and then spreading seed points to the surrounding with the area of smooth constraint conditions by small window. Finally, the disparity map is generated. The experimental results show that the mismatching of algorithmis about ten percent lower than the traditional adaptive matching algorithm in disparity discontinuity region.
出处 《电视技术》 北大核心 2014年第19期5-7,12,共4页 Video Engineering
基金 国家"863"重大专项(2012AA03A301 2013AA030601) 国家自然科学基金项目(61101169 61106053) 福建省自然科学基金项目(2011J01347)
关键词 立体匹配 遮挡 视差 图像分割 stereo match occlude disparity image segmentation
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  • 1庞硕,张远,曲熠.3D电视系统的构成及发展[J].电视技术,2013,37(2):51-56. 被引量:3
  • 2周自维,樊继壮,赵杰,刘晓丽.基于置信传播的立体匹配并行算法[J].光学精密工程,2011,19(11):2774-2781. 被引量:10
  • 3SUN J,ZHENG N,SHAM H.Stereo matching using beliefpropagation[J] .IEEE Trans.Pattern Analysis and MachineIntelligence,2003,25(7):787-800. 被引量:1
  • 4FELZENSZWALB P,ZABIH R.Dynamic programming and graph cut algorithms in computer vision[J] .IEEE Trans.Pattern Analysis and Machine Intelligence,2011,33(4):721-740. 被引量:1
  • 5KANADE T,OKUTOMI M.A stereo matching algorithm withan adaptive window:theory and experiment[J] .IEEE Trans.Pattern Analysis and Machine Intelligence.1994,6(9):920-932. 被引量:1
  • 6SCHARSTEIN D,SZELISKI R.A taxonomy and evaluation ofdense two-frame stereo correspondence algorithms[J] .Intemational Journal of Computer Vision,2002,47(1):7-42. 被引量:1
  • 7周丽萍.虚拟现实中立体视觉的研究[J].计算机应用,1999,19(4):24-26. 被引量:11
  • 8姜青香,刘慧平.利用纹理分析方法提取TM图像信息[J].遥感学报,2004,8(5):458-464. 被引量:54
  • 9ZHAO Z,KATUPITIYA J,WARD J.Global correlation based ground plane estimation using v-disparity image[C] //Proc.IEEE International Conference on Robotics and Automation.Roma,Italy:IEEE Press,2007:529-534. 被引量:1
  • 10BLEYER M,GELANTZ M.Graph-cut-based stereo matchin gusing image segmentation with symmetrical treatment ofocclusions[J] .Signal Processing:Image Communication,2007,22 (2):127-143. 被引量:1

二级参考文献29

  • 1刘锦德,敬万钧.关于虚拟现实——核心概念与工作定义[J].计算机应用,1997,17(3):1-4. 被引量:20
  • 2敬万钧,刘锦德.虚拟现实中的视觉系统与其实现技术[J].计算机应用,1997,17(3):5-7. 被引量:7
  • 3[11]Haralick R M, Shanmugan K, Dinsrein I. Textural Features for Image classification [J]. IEEE Trans Syst Man Cybern, 1973, 6:610-621. 被引量:1
  • 4[12]Marceau D J, Howaeth P J, Dubois J M, et al. Evaluation of the Gray- level Cooccurrence Matrix Method for Land-cover Classification Using SPOT Imagery[J]. IEEE Trans Geosci Rmote Sens. , 1990,28(4) :513- 518. 被引量:1
  • 5[13]Yen J C, Chang F Y, Chang S Y. A New Criterion for Automatic Multilevel Thresholding [ J ]. IEEE Transactions on Image Processing, 1995,4(3): 370-377. 被引量:1
  • 6[14]Pikaz A, Averbuch A. Digital Image Thresholding Based on Topological Stable State[J]. Pattern Recognition, 1996, 29(5): 829-843. 被引量:1
  • 7[15]Papamarkos N, Gatos B. A New Approach for Multilevel Threshold Selection[ J]. CVGIP : Graphic Models and Image Processing, 1994,56(3): 357-370. 被引量:1
  • 8[16]Huang L K, Mao J, Wang J. Image Thresholding by Minimizing the Measure of Fuzziness [J]. Pattern Recognition, 1995,28( 1 ): 41-51. 被引量:1
  • 9[17]Pun T. Entopic Thresholding: A New Approach [J]. Computer Version, Graphics, and Image Processing, 1981,16(2) :210-239. 被引量:1
  • 10NALPANTIDIS L, GASTERATOS A. Stereo vi- sion for robotic applications in the presence of non- ideal lighting conditions [J]. Image and Vision Computing, 2010,17(2) :1172-1180. 被引量:1

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