AN Ping, ZHANG Zhao-yang, MA Ran. Hierarchical MRF/GRF Model Based Disparity Estimation and Segmentation for Stereo Images[J]. Acta Electronica Sinica, 2003, 31(4): 597-601.
DOI:
AN Ping, ZHANG Zhao-yang, MA Ran. Hierarchical MRF/GRF Model Based Disparity Estimation and Segmentation for Stereo Images[J]. Acta Electronica Sinica, 2003, 31(4): 597-601.DOI:
Hierarchical MRF/GRF Model Based Disparity Estimation and Segmentation for Stereo Images
Disparity estimation and segmentation are vital tasks in stereo image coding and stereo vision matching.This paper proposes an algorithm for disparity estimation based on hierarchical MRF/GRF model and overlapped block matching (HMOM)
and for disparity segmentation and extraction using active contour model.By combining the advantages of variable size block matching
overlapped block matching and MRF model
the HMOM scheme estimates a more smoother and accurate disparity field with lower computational complexity.In terms of PSNR of the disparity compensated image
the proposed disparity estimation algorithm achieves about 2.5dB higher PSNR
as compared to conventional variable block matching.A smooth and consistent disparity field with sharp boundary can be obtained by pixel-wise disparity refinement on the HMOM disparity field
and the disparity contour of OOI (objects of interest) can be extracted by the active contour model.The resulting disparity field and corresponding disparity contours can further be used in stereo image coding and video object segmentation.