DocumentCode
671109
Title
Oriented geodesic distance based non-local regularisation approach for optic flow estimation
Author
Sha Yu ; Molloy, Derek
Author_Institution
Centre for Image Process. & Anal. (CIPA), Dublin City Univ., Dublin, Ireland
fYear
2013
fDate
17-20 Nov. 2013
Firstpage
1
Lastpage
7
Abstract
Optical flow (OF) estimation needs spatial coherence regularisation, due to local image noise and the well-known aperture problem. More recently, OF local-region regularisation has been extended to larger or non-local region of regularisation to further deal with the aperture problem. After careful literature review, it has been determined that the criteria used for deciding the degree of motion coherence can be further improved. For this reason, we propose an oriented geodesic distance based motion regularisation scheme. The proposed approach is particular useful in reducing errors in estimating motions along object boundaries, and recovering motions for nearby objects with similar appearance. Experiment results, compared to leading-edge non-local regularisation schemes, have confirmed the superior performance of the proposed approach.
Keywords
estimation theory; light coherence; motion estimation; object detection; aperture problem; image noise; local-region regularisation; motion coherence; motion estimation; motion regularisation; nonlocal regularisation; object boundaries; optical flow estimation; oriented geodesic distance; spatial coherence regularisation; Adaptive optics; Coherence; Estimation; Integrated optics; Motion estimation; Optical imaging; Vectors; Motion estimation; geodesic distance; non-local regularisation; optic flow; orientation adaptive;
fLanguage
English
Publisher
ieee
Conference_Titel
Visual Communications and Image Processing (VCIP), 2013
Conference_Location
Kuching
Print_ISBN
978-1-4799-0288-0
Type
conf
DOI
10.1109/VCIP.2013.6706439
Filename
6706439
Link To Document