Title :
Hierarchical estimation of optical flow using spectral energy method
Author :
Koike, Takashi ; Kondo, Katsuya ; Hamada, Nozomu
Author_Institution :
Dept. of Electr. Eng., Keio Univ., Yokohama, Japan
Abstract :
The estimation of optical flow is an important problem in the dynamic image analysis. There are various methods of estimating the optical flow. The gradient method and matching method are based on the operation in the space-time domain. While spectral energy method is based on the frequency analysis and has robustness against noise. In this paper, we propose a hierarchical estimation of the optical flow using spectral energy method. In the proposed method, we make a set of hierarchical images for each frame. A global motion which is estimated at the coarsest resolution image sequences is corrected by using finer resolution image sequences. Consequently we can estimate both global and local motion accurately with robustness to noise.
Keywords :
gradient methods; image matching; image resolution; image sequences; coarsest resolution image sequences; dynamic image analysis; frequency analysis; gradient method; hierarchical estimation; image matching method; optical flow; spectral energy method; Adaptive optics; Computer vision; Gabor filters; Image motion analysis; Optical filters; Optical imaging; Optical noise;
Conference_Titel :
Signal Processing Conference (EUSIPCO 1998), 9th European
Conference_Location :
Rhodes
Print_ISBN :
978-960-7620-06-4