Difference between revisions of "VS265: Reading Fall2012"

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* Simoncelli, Olshausen. [http://redwood.berkeley.edu/vs265/simoncelli01-reprint.pdf Natural Image Statistics and Neural Representation], Annu. Rev. Neurosci. 2001. 24:1193–216.
 
* Simoncelli, Olshausen. [http://redwood.berkeley.edu/vs265/simoncelli01-reprint.pdf Natural Image Statistics and Neural Representation], Annu. Rev. Neurosci. 2001. 24:1193–216.
 
* Smith, Lewicki. [http://redwood.berkeley.edu/vs265/smith-lewicki-nature06.pdf Efficient auditory coding], Nature Vol 439 (2006).
 
* Smith, Lewicki. [http://redwood.berkeley.edu/vs265/smith-lewicki-nature06.pdf Efficient auditory coding], Nature Vol 439 (2006).
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==== 15 Oct ====
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* [http://redwood.berkeley.edu/vs265/miller89.pdf Ocular dominance column development: Analysis and simulation] by Miller, Keller and Stryker.
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* [http://redwood.berkeley.edu/vs265/durbin-mitchison.pdf A dimension reduction framework for understanding cortical maps] by R. Durbin and G. Mitchison.
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* [http://redwood.berkeley.edu/vs265/horton05.pdf The cortical column: a structure without a function] by Jonathan C. Horton and Daniel L. Adams
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Here are some additional links to papers mentioned in lecture. Optional reading:
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- Gary Blasdel, [http://redwood.berkeley.edu/vs265/blasdel1992.pdf Orientation selectivity, preference, and continuity in monkey striate cortex.], J Neurosci, 1992.  Another source of many of nice images are in the galleries on Amiram Grinvald's site: [http://www.weizmann.ac.il/brain/grinvald/]
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- From Clay Reid's lab, [http://www.nature.com/nature/journal/v433/n7026/abs/nature03274.html Functional imaging with cellular resolution reveals precise micro-architecture in visual cortex]. Make sure you look at the supplementary material and videos on their web site (seems partly broken) [http://reid.med.harvard.edu/movies.html].
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==== 17 Oct ====
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* [http://redwood.berkeley.edu/vs265/tenenbaum-manifold.pdf A Global Geometric Framework for Nonlinear Dimensionality Reduction ], Tenenbaum et al., Science 2000.
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* [http://redwood.berkeley.edu/vs265/roweis-saul-manifold.pdf Nonlinear Dimensionality Reduction by Locally Linear Embedding], Roweis and Saul, Science 2000.
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* [http://redwood.berkeley.edu/vs265/carlsson-ijcv08.pdf On the Local Behavior of Spaces of Natural Images], Carlsson et al., Int J Comput Vis (2008) 76: 1–12.
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Additional reading:
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* [http://redwood.berkeley.edu/vs265/webster-face-adaptation.pdf Adaptation to natural facial categories], Michael A. Webster, Daniel Kaping, Yoko Mizokami & Paul Duhamel, Nature, 2004.
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* [http://redwood.berkeley.edu/vs265/leopold.pdf Prototype-referenced shape encoding revealed by high-level aftereffects], David A. Leopold, Alice J. O’Toole, Thomas Vetter and Volker Blanz, Nature, 2001.

Revision as of 21:07, 9 October 2012

27 Aug

29 Aug

Optional:

05 Sep

17 Sep

  • Handout on supervised learning in multi-layer feedforward networks - "backpropagation"
  • Y. LeCun, L. Bottou, G. Orr, and K. Muller (1998) "Efficient BackProp," in Neural Networks: Tricks of the trade, (G. Orr and Muller K., eds.).
  • NetTalk demo

24 Sep

Optional:

8 Oct

Optional readings:

15 Oct

Here are some additional links to papers mentioned in lecture. Optional reading:

- Gary Blasdel, Orientation selectivity, preference, and continuity in monkey striate cortex., J Neurosci, 1992. Another source of many of nice images are in the galleries on Amiram Grinvald's site: [1]

- From Clay Reid's lab, Functional imaging with cellular resolution reveals precise micro-architecture in visual cortex. Make sure you look at the supplementary material and videos on their web site (seems partly broken) [2].

17 Oct

Additional reading: