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Research articles

ScienceAsia 40(2014): 73-83 |doi: 10.2306/scienceasia1513-1874.2014.40.073


A robust optical flow estimation technique using gradient orientations


Pramuk Boonsieng*, Toshiaki Kondo, Waree Kongprawechnon

 
ABSTRACT:     The gradient method is a classical technique for calculating optical flows in image sequences. In spite of its serious limitations, including the extreme sensitivity to changing illuminations, it is still popular and widely used in various image processing and computer vision applications because of its efficiency in computation. We previously proposed an improved version of the gradient method based on gradient orientations instead of intensities. Since gradient orientations are known to be stable to global changes of intensities, the proposed technique can perform optical flow estimation regardless of irregular lighting. We refer to this method the gradient orientation based gradient method (GOGM). This paper is a further study of the GOGM. New simulation and experimental results show that this technique works at a video rate of 16 Hz and outperforms the traditional gradient method where the aperture problem and illumination changes are involved.

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School of Information, Computer and Communication Technology  Sirindhorn International Institute of Technology, Thammasat University

* Corresponding author, E-mail: b.pramuk@gmail.com

Received 7 Dec 2012, Accepted 29 Jul 2013