Object perception as Bayesian inference

Annual Review of Psychology
Daniel KerstenAlan Yuille

Abstract

We perceive the shapes and material properties of objects quickly and reliably despite the complexity and objective ambiguities of natural images. Typical images are highly complex because they consist of many objects embedded in background clutter. Moreover, the image features of an object are extremely variable and ambiguous owing to the effects of projection, occlusion, background clutter, and illumination. The very success of everyday vision implies neural mechanisms, yet to be understood, that discount irrelevant information and organize ambiguous or noisy local image features into objects and surfaces. Recent work in Bayesian theories of visual perception has shown how complexity may be managed and ambiguity resolved through the task-dependent, probabilistic integration of prior object knowledge with image features.

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Aug 22, 2018·Molecules : a Journal of Synthetic Chemistry and Natural Product Chemistry·Pier Luigi Gentili
Sep 14, 2018·Nature·Luke E MillerAlessandro Farnè
Jan 30, 2019·Proceedings of the National Academy of Sciences of the United States of America·Mihály BányaiGergő Orbán
Jun 12, 2019·Nature Human Behaviour·Chen ZhouShu-Guang Kuai
Mar 5, 2020·Perception·Aaron Hertzmann
Mar 20, 2020·Neuroscience of Consciousness·Stephen M Fleming
Jul 9, 2020·Physical Review Letters·Tianqi Hou, Haiping Huang
Dec 27, 2016·Frontiers in Computational Neuroscience·Elaine E OrendorffMark V Albert
Apr 26, 2017·Attention, Perception & Psychophysics·Li Z ShaYuhong V Jiang
Nov 30, 2016·Frontiers in Neuroscience·Beáta T SzabóIstván Winkler
Nov 20, 2016·Scientific Reports·Artem Platonov, Guy A Orban
Oct 6, 2017·Scientific Reports·Marco TuriDavid C Burr
Jan 1, 2016·Neuroscience of Consciousness·Nadine DijkstraMarcel A J van Gerven
Aug 1, 2018·Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences·Steven Gross
Nov 30, 2018·Frontiers in Computational Neuroscience·Thomas Parr, Karl Friston
May 9, 2016·Neuroscience of Consciousness·Jaan AruLucia Melloni
Apr 27, 2019·Frontiers in Integrative Neuroscience·Mario Garcés, Lucila Finkel
Nov 9, 2018·Frontiers in Psychology·Liliana Albertazzi
Oct 30, 2018·Psychological Inquiry·Karl Friston
Feb 9, 2019·Frontiers in Computational Neuroscience·Hideyoshi YanagisawaKazutaka Ueda
Feb 16, 2019·The Behavioral and Brain Sciences·Claire Chambers, Konrad Paul Kording
Oct 22, 2019·Frontiers in Computational Neuroscience·Tatsuya Daikoku
Oct 9, 2019·Scientific Reports·Anna Metzger, Knut Drewing
Dec 25, 2019·Nature Neuroscience·Edgar Y WalkerAndreas S Tolias
Jan 4, 2020·Attention, Perception & Psychophysics·Ryan E B MruczekGideon P Caplovitz
Feb 26, 2020·Journal of Vision·Mary HayhoeKarl R Gegenfurtner
Jul 14, 2020·Frontiers in Computational Neuroscience·Siamak K SorooshyariH Vincent Poor
Dec 9, 2016·Psychonomic Bulletin & Review·Teppo FelinJoachim I Krueger
Jun 28, 2017·Proceedings of the National Academy of Sciences of the United States of America·Stephen SebastianWilson S Geisler
Jul 11, 2018·ELife·Wiktor Młynarski, Ann M Hermundstad
Oct 14, 2018·Neural Computation·Jonathan VacherGabriel Peyré
Apr 14, 2019·Nature Communications·Santiago Herce CastañónChristopher Summerfield
May 15, 2018·Frontiers in Neurology·Andrew W EllisFred W Mast
Jul 4, 2018·Scientific Reports·Travis MonkJörg Lücke
Jul 6, 2018·Annual Review of Vision Science·Eyal Seidemann, Wilson S Geisler
Nov 23, 2019·Proceedings of the National Academy of Sciences of the United States of America·Wiktor Młynarski, Josh H McDermott
Jul 1, 2020·Frontiers in Psychiatry·Kaitlin Fitzgerald, Juanita Todd
Nov 30, 2016·Frontiers in Human Neuroscience·Klaas E StephanFrederike H Petzschner
Jun 10, 2017·I-Perception·George Mather, Rob Lee
Jan 19, 2018·The Behavioral and Brain Sciences·Sander Van de CruysJohan Wagemans
Oct 8, 2020·Journal of Vision·Simon J CropperMichael E R Nicholls
Nov 3, 2020·Journal of Vision·Lorilei M AlleyKatja Doerschner
Nov 17, 2020·Frontiers in Psychology·Javier Valenzuela, Daniel Alcaraz Carrión
Dec 3, 2020·Proceedings of the National Academy of Sciences of the United States of America·Malinda J McPherson, Josh H McDermott
Dec 15, 2020·PLoS Computational Biology·Pantelis LeptourgosSophie Denève
Jan 14, 2021·Scientific Reports·Helen FeiginAdam Zaidel
Dec 30, 2020·Current Biology : CB·Guido Marco CicchiniDavid C Burr
Feb 4, 2021·Journal of Vision·Manuel LagunasBelen Masia
May 23, 2020·NeuroImage·Susanne StollD Samuel Schwarzkopf
Feb 17, 2021·NeuroImage·Antonino VisalliAntonino Vallesi
Jan 6, 2021·Vision Research·Buse M Urgen, Huseyin Boyaci

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Bayesian Prediction
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