Abstract:
:Determining the features of natural stimuli that are most useful for specific natural tasks is critical for understanding perceptual systems. A new approach is described that involves finding the optimal encoder for the natural task of interest, given a relatively small population of noisy "neurons" between the encoder and decoder. The optimal encoder, which necessarily specifies the most useful features, is found by maximizing accuracy in the natural task, where the decoder is the Bayesian ideal observer operating on the population responses. The approach is illustrated for a patch identification task, where the goal is to identify patches of natural image, and for a foreground identification task, where the goal is to identify which side of a natural surface boundary belongs to the foreground object. The optimal features (receptive fields) are intuitive and perform well in the two tasks. The approach also provides insight into general principles of neural encoding and decoding.
journal_name
J Visjournal_title
Journal of visionauthors
Geisler WS,Najemnik J,Ing ADdoi
10.1167/9.13.17subject
Has Abstractpub_date
2009-12-16 00:00:00pages
17.1-16issue
13issn
1534-7362pii
9/13/17journal_volume
9pub_type
杂志文章abstract::Express saccades (ES) are the most reflexive saccadic eye movements, with very short reaction times of 70-110 ms. It is likely that ES have the shortest saccade reaction times (SRTs) possible given the known physiological and anatomical delays present in sensory and motor systems. Nevertheless, it has been demonstrate...
journal_title:Journal of vision
pub_type: 杂志文章
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更新日期:2017-03-01 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/13.13.5
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/10.11.5
更新日期:2010-09-03 00:00:00
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doi:10.1167/jov.20.10.11
更新日期:2020-10-01 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/10.6.11
更新日期:2010-06-01 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/15.1.16
更新日期:2015-01-14 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
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更新日期:2013-02-01 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/9.4.21
更新日期:2009-04-24 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/15.6.2
更新日期:2015-01-01 00:00:00
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pub_type: 杂志文章
doi:10.1167/4.9.9
更新日期:2004-09-15 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/14.5.13
更新日期:2014-05-30 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/16.14.12
更新日期:2016-11-01 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/7.6.7
更新日期:2007-04-13 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/15.9.9
更新日期:2015-01-01 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/18.8.8
更新日期:2018-08-01 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/14.13.15
更新日期:2014-11-18 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/12.3.9
更新日期:2012-03-08 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/7.13.2
更新日期:2007-10-12 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/6.3.2
更新日期:2006-03-03 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
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更新日期:2011-03-22 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/12.12.8
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/13.4.8
更新日期:2013-03-13 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/12.13.14
更新日期:2012-01-01 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/12.10.3
更新日期:2012-09-06 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/18.5.15
更新日期:2018-05-01 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/8.1.17
更新日期:2008-01-24 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
doi:10.1167/13.2.21
更新日期:2013-02-18 00:00:00
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journal_title:Journal of vision
pub_type: 杂志文章
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更新日期:2015-01-02 00:00:00