VS298: Natural Scene Statistics: Difference between revisions
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| Feb. 24 | | Feb. 24 | ||
| '''Higher-order statistics and sparse coding''' <br /> | | '''Higher-order statistics and sparse coding''' <br /> | ||
* Barlow (1972): | * Barlow (1972): Sparse coding <br /> | ||
* Field (1994): What is the goal of sensory coding? <br /> | * Field (1994): What is the goal of sensory coding? <br /> | ||
* Bell & Sejnowski (1996): Independent components analysis. | * Bell & Sejnowski (1996): Independent components analysis. | ||
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| '''ICA and sparse coding''' <br /> | | '''ICA and sparse coding''' <br /> | ||
* Bell & Sejnowski (1997): ICA of natural images <br/> | * Bell & Sejnowski (1997): ICA of natural images <br/> | ||
* Olshausen & Field (1997): | * Olshausen & Field (1997): Sparse coding of natural images <br /> | ||
* van Hateren & Ruderman (1998), Olshausen (2003): ICA/sparse coding of natural video | * van Hateren & Ruderman (1998), Olshausen (2003): ICA/sparse coding of natural video | ||
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| March 31 | | March 31 | ||
| '''Energy-based models''' <br /> | | '''Energy-based models''' <br /> | ||
* Osindero & Hinton<br /> | * Hinton: Restricted Boltzmann machine <br /> | ||
* Roth & Black | * Osindero & Hinton: Product of Experts <br /> | ||
* Roth & Black: Fields of experts | |||
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* Foldiak/Wiskott: slow feature analysis <br /> | * Foldiak/Wiskott: slow feature analysis <br /> | ||
* Hyvarinen: 'Bubbles' <br /> | * Hyvarinen: 'Bubbles' <br /> | ||
* Berkes et al. | * Berkes et al.: factorizing 'what' and 'where' from video | ||
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| April 21 | | April 21 | ||
| '''Hierarchical models''' <br /> | | '''Hierarchical models''' <br /> | ||
* Shan & Cottrell: stacked ICA | * Karklin & Lewicki (2003): density components <br /> | ||
* Shan & Cottrell: stacked ICA <br /> | |||
* Cadieu & Olshausen (2012): learning intermediate representations of form and motion | |||
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Revision as of 07:30, 3 February 2014
This seminar will examine what is known about the statistical structure of natural visual and auditory scenes, and theories of how sensory coding strategies have been adapted to this structure.
Instructor: Bruno Olshausen
Enrollment information:
VS 298 (section 4), 2 units
CCN: 66489
Meeting time and place:
Monday 6-8, Evans 560
General reading:
- Natural Image Statistics by Hyvarinen, Hurri & Hoyer
- Geisler WS (2008) Visual perception and the statistical properties of natural scenes, Annual Review of Psychology paper
Schedule:
| Date | Topic/Reading | Presenter |
|---|---|---|
| Feb. 3 | Redundancy reduction, whitening, and power spectrum of natural images | Anthony DiFranco |
| Feb. 10 | Whitening in time and color; Robust coding
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| Feb. 17 | ** Holiday ** | |
| Feb. 24 | Higher-order statistics and sparse coding
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| March 3 | ICA and sparse coding
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| March 10 | Statistics of natural sound and auditory coding
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| March 17 | Higher-order group structure
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| March 24 | ** Spring recess ** | |
| March 31 | Energy-based models
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| April 7 | Learning invariances through 'slow feature analysis'
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| April 14 | Manifold and Lie group models |
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| April 21 | Hierarchical models
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| April 28 | Deep network models |
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| May 5 | ||
| May 12 |
