Literature DB >> 28874578

Lawful relation between perceptual bias and discriminability.

Xue-Xin Wei1,2,3, Alan A Stocker4,5.   

Abstract

Perception of a stimulus can be characterized by two fundamental psychophysical measures: how well the stimulus can be discriminated from similar ones (discrimination threshold) and how strongly the perceived stimulus value deviates on average from the true stimulus value (perceptual bias). We demonstrate that perceptual bias and discriminability, as functions of the stimulus value, follow a surprisingly simple mathematical relation. The relation, which is derived from a theory combining optimal encoding and decoding, is well supported by a wide range of reported psychophysical data including perceptual changes induced by contextual modulation. The large empirical support indicates that the proposed relation may represent a psychophysical law in human perception. Our results imply that the computational processes of sensory encoding and perceptual decoding are matched and optimized based on identical assumptions about the statistical structure of the sensory environment.

Entities:  

Keywords:  Bayesian observer; Weber–Fechner; efficient coding; perceptual behavior; stimulus statistics

Mesh:

Year:  2017        PMID: 28874578      PMCID: PMC5617240          DOI: 10.1073/pnas.1619153114

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  41 in total

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Authors:  Vincent de Gardelle; Sid Kouider; Jérôme Sackur
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2.  Maximally informative stimuli and tuning curves for sigmoidal rate-coding neurons and populations.

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3.  Anisotropies in visual motion perception: a fresh look.

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4.  Cyclopean discrimination thresholds for the direction and speed of motion in depth.

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Journal:  Vision Res       Date:  1996-10       Impact factor: 1.886

5.  Two independent sources of anisotropy in the visual representation of direction in 2-D space.

Authors:  Nikolaos Smyrnis; Asimakis Mantas; Ioannis Evdokimidis
Journal:  Exp Brain Res       Date:  2014-04-03       Impact factor: 1.972

6.  Mutual Information, Fisher Information, and Efficient Coding.

Authors:  Xue-Xin Wei; Alan A Stocker
Journal:  Neural Comput       Date:  2015-12-14       Impact factor: 2.026

Review 7.  Perception and discrimination as a function of stimulus orientation: the "oblique effect" in man and animals.

Authors:  S Appelle
Journal:  Psychol Bull       Date:  1972-10       Impact factor: 17.737

8.  Spatial-frequency discrimination and detection: comparison of postadaptation thresholds.

Authors:  D Regan; K I Beverley
Journal:  J Opt Soc Am       Date:  1983-12

9.  The perceived spatial frequency shift: evidence for frequency-selective neurones in the human brain.

Authors:  C Blakemore; J Nachmias; P Sutton
Journal:  J Physiol       Date:  1970-10       Impact factor: 5.182

10.  Stochastic re-calibration: contextual effects on perceived tilt.

Authors:  Joshua A Solomon; Michael J Morgan
Journal:  Proc Biol Sci       Date:  2006-10-22       Impact factor: 5.349

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  18 in total

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2.  Dissociable effects of visual crowding on the perception of color and motion.

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Journal:  Proc Natl Acad Sci U S A       Date:  2020-03-19       Impact factor: 11.205

Review 3.  Linking V1 Activity to Behavior.

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Review 4.  The implicit sense of agency is not a perceptual effect but is a judgment effect.

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5.  Attractive serial dependence overcomes repulsive neuronal adaptation.

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6.  Efficient coding of numbers explains decision bias and noise.

Authors:  Arthur Prat-Carrabin; Michael Woodford
Journal:  Nat Hum Behav       Date:  2022-05-30

7.  An adaptive perspective on visual working memory distortions.

Authors:  Chaipat Chunharas; Rosanne L Rademaker; Timothy F Brady; John T Serences
Journal:  J Exp Psychol Gen       Date:  2022-02-21

8.  Efficient sampling and noisy decisions.

Authors:  Joseph A Heng; Michael Woodford; Rafael Polania
Journal:  Elife       Date:  2020-09-15       Impact factor: 8.140

9.  Individuals with autism spectrum disorder have altered visual encoding capacity.

Authors:  Jean-Paul Noel; Ling-Qi Zhang; Alan A Stocker; Dora E Angelaki
Journal:  PLoS Biol       Date:  2021-05-12       Impact factor: 8.029

10.  Response Bias Reflects Individual Differences in Sensory Encoding.

Authors:  Dobromir Rahnev
Journal:  Psychol Sci       Date:  2021-07-01
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