THE GENERIC VIEWPOINT ASSUMPTION IN A FRAMEWORK FOR VISUAL-PERCEPTION

Authors
Citation
Wt. Freeman, THE GENERIC VIEWPOINT ASSUMPTION IN A FRAMEWORK FOR VISUAL-PERCEPTION, Nature, 368(6471), 1994, pp. 542-545
Citations number
24
Categorie Soggetti
Multidisciplinary Sciences
Journal title
NatureACNP
ISSN journal
00280836
Volume
368
Issue
6471
Year of publication
1994
Pages
542 - 545
Database
ISI
SICI code
0028-0836(1994)368:6471<542:TGVAIA>2.0.ZU;2-A
Abstract
A VISUAL system makes assumptions in order to interpret visual data. T he assumption of 'generic view'1-4 states that the observer is not in a special position relative to the scene. Researchers commonly use a b inary decision of generic or accidental view to disqualify scene inter pretations that assume accidental viewpoints5-10. Here we show how to use the generic view assumption, and others like it, to quantify the l ikelihood of a view, adding a new term to the probability of a given i mage interpretation. The resulting framework better models the visual world and reduces the reliance on other prior assumptions. It may lead to computer vision algorithms of greater power and accuracy, or to be tter models of human vision. We show applications to the problems of i nferring shape, surface reflectance properties, and motion from images .