DocumentCode :
2090335
Title :
Properties of independent components of self-motion optical flow
Author :
Jabri, Marw An A ; Ki-Young Park ; Soo-Young Lee ; Sejnowski, Terrence J.
Author_Institution :
Oregon Graduate Inst. of Sci. & Technol., Beaverton, OR, USA
fYear :
2000
fDate :
2000
Firstpage :
355
Lastpage :
362
Abstract :
In this paper we describe the properties of independent components of optical flow of moving objects. Video sequences of objects seen by an observer moving at various angles, directions and distances are used to produce optical flow maps. These maps are then, recessed using independent component analysis, which yields filters that resemble the receptive fields of dorsal medial superior temporal cells of the primate brain. Contraction, expansion, rotation and translation receptive fields have been identified. Our results support Barlow´s sensory coding theory and are in-line with other work on independent components of image and video intensities
Keywords :
image sequences; learning (artificial intelligence); moving objects; optical flow; primate brain; sensory coding theory; video sequences; Biological neural networks; Image motion analysis; Independent component analysis; Laboratories; Nonlinear optics; Optical computing; Optical devices; Optical mixing; Optical sensors; Video sequences;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multiple-Valued Logic, 2000. (ISMVL 2000) Proceedings. 30th IEEE International Symposium on
Conference_Location :
Portland, OR
ISSN :
0195-623X
Print_ISBN :
0-7695-0692-5
Type :
conf
DOI :
10.1109/ISMVL.2000.848643
Filename :
848643
Link To Document :
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