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