Title :
Fast spatiotemporal filters
Author :
Namaduri, K.R. ; Mehrotra, R. ; Ranganathan, Nagarajan
Author_Institution :
Dept. of Comput. Sci. & Eng., Univ. of South Florida, Tampa, FL, USA
Abstract :
Computing optical flow from a given sequence of images is computationally a very expensive task. Spatio-temporal filtering technique is one of the approaches to this task. This approach requires convolution of 3-D input with several 3-D Gabor filters. An efficient technique to compute the responses of Gabor filters by utilizing the functional characteristics of the filters is proposed. The technique significantly reduces the time complexity of computing the spatio-temporal responses. The pyramid structure of Gabor filters is discussed, and an implementation to generate the pyramid of filter responses is described. A VLSI pipelined architecture which effectively utilizes the characteristics of Gabor filters is proposed
Keywords :
VLSI; computerised picture processing; digital filters; filtering and prediction theory; parallel architectures; pipeline processing; Gabor filters; VLSI; computerised picture processing; optical flow; pipelined architecture; pyramid structure; spatiotemporal filters; Computer architecture; Convolution; Filtering; Frequency; Gabor filters; Image motion analysis; Optical computing; Optical filters; Optical sensors; Spatiotemporal phenomena;
Conference_Titel :
Pattern Recognition, 1990. Proceedings., 10th International Conference on
Conference_Location :
Atlantic City, NJ
Print_ISBN :
0-8186-2062-5
DOI :
10.1109/ICPR.1990.119405