Bayes and the simplicity principle in perception.
J Feldman - Psychological review, 2009 - psycnet.apa.org
Discussions of the foundations of perceptual inference have often centered on 2 governing
principles, the likelihood principle and the simplicity principle. Historically, these principles …
principles, the likelihood principle and the simplicity principle. Historically, these principles …
Simplicity versus likelihood in visual perception: from surprisals to precisals.
PA Van der Helm - Psychological Bulletin, 2000 - psycnet.apa.org
The likelihood principle states that the visual system prefers the most likely interpretation of a
stimulus, whereas the simplicity principle states that it prefers the most simple interpretation …
stimulus, whereas the simplicity principle states that it prefers the most simple interpretation …
Bayesian confusions surrounding simplicity and likelihood in perceptual organization
PA van der Helm - Acta psychologica, 2011 - Elsevier
In the study of perceptual organization, the Occamian simplicity principle (which promotes
efficiency) and the Helmholtzian likelihood principle (which promotes veridicality) have been …
efficiency) and the Helmholtzian likelihood principle (which promotes veridicality) have been …
The generic viewpoint assumption in a Bayesian framework
WT Freeman - Perception as Bayesian inference, 1996 - books.google.com
A task of visual perception is to find the scene which best explains visual observations.
Figure 9.1 can be used to illustrate the problem of perception. The visual data is the image …
Figure 9.1 can be used to illustrate the problem of perception. The visual data is the image …
Priors, preferences and categorical percepts
Visual perception is the process of inferring world structure from image structure. If the world
structure we recover from our images “makes sense” as a plausible world event, then we …
structure we recover from our images “makes sense” as a plausible world event, then we …
Modal structure and reliable inference
A Jepson, W Richards, D Knill - Perception as Bayesian …, 1996 - books.google.com
The world we live in is a very structured place. Matter does not flit about in space and time in
a completely unorganized fashion, but rather is organized by the physical forces, biological …
a completely unorganized fashion, but rather is organized by the physical forces, biological …
[PDF][PDF] Introduction: A Bayesian formulation of visual perception
DKD Kersten, A Yuille - Perception as Bayesian inference, 1996 - cvs.rochester.edu
0 Page 1 0 Introduction: A Bayesian formulation of visual perception IJAVID C. KNILL Dept.
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[图书][B] Pattern inference theory: A probabilistic approach to vision
D Kersten, P Schrater - 2002 - cns.nyu.edu
The function of vision is to get correct and useful answers about the state of the world.
However, given that the state of the world is not uniquely specified by the visual input, the …
However, given that the state of the world is not uniquely specified by the visual input, the …
A tutorial on Bayesian models of perception
BT Vincent - Journal of Mathematical Psychology, 2015 - Elsevier
The notion that perception involves Bayesian inference is an increasingly popular position
taken by many researchers. Bayesian models have provided insights into many perceptual …
taken by many researchers. Bayesian models have provided insights into many perceptual …
Bayesian decision theory and psychophysics
AL Yuille, HH Bülthoff - 1993 - pure.mpg.de
We argue that Bayesian decision theory provides a good theoretical framework for visual
perception. Such a theory involves a likelihood function specifying how the scene generates …
perception. Such a theory involves a likelihood function specifying how the scene generates …