VS298: Natural Scene Statistics - Revision history

Bruno at 20:35, 25 May 2014

2014-05-25T20:35:13Z

← Older revision		Revision as of 20:27, 25 May 2014
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	Additional reading:		Additional reading:
	* Hinton: Practical guide to training RBMs [https://www.dropbox.com/s/8kxbkrmay5h9abf/hinton-rbm-guideTR.pdf paper] <br />		* Hinton: Practical guide to training RBMs [https://www.dropbox.com/s/8kxbkrmay5h9abf/hinton-rbm-guideTR.pdf paper] <br />
	* Teh et al: Energy-based models for sparse overcomplete representation, [https://www.dropbox.com/s/ph17gczh2l1e9qa/teh-etal-jmlr03.pdf paper]		* Teh et al: Energy-based models for sparse overcomplete representation, [https://www.dropbox.com/s/ph17gczh2l1e9qa/teh-etal-jmlr03.pdf paper]<br />
			* Zhu, Wu & Mumford: FRAME (Filters, random fields, and maximum entropy), [https://www.dropbox.com/s/fxcc1gx1vfz1mwo/zhu-wu-mumford-FRAME.pdf paper]
	\| <br />		\| <br />
	Evan Shelhamer<br />		Evan Shelhamer<br />

Bruno at 15:04, 3 May 2014

2014-05-03T15:04:19Z

← Older revision		Revision as of 14:56, 3 May 2014
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	\|-		\|-
	\| May 6 <br />		\| May 6 <br />
	Tuesday		Note: Tuesday
	\| '''Special topics''' <br />		\| '''Special topics''' <br />
	* Fergus (2013): visualizing what deep nets learn [http://arxiv.org/abs/1311.2901 paper]<br />		* Fergus (2013): visualizing what deep nets learn [http://arxiv.org/abs/1311.2901 paper]<br />

Bruno at 15:03, 3 May 2014

2014-05-03T15:03:02Z

← Older revision		Revision as of 14:55, 3 May 2014
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	[mailto:abbasi@berkeley.edu Reza Abbasi-Asl]		[mailto:abbasi@berkeley.edu Reza Abbasi-Asl]
	\|-		\|-
	\| May 5		\| May 6 <br />
			Tuesday
	\| '''Special topics''' <br />		\| '''Special topics''' <br />
	* Fergus (2013): visualizing what deep nets learn [http://arxiv.org/abs/1311.2901 paper]<br />		* Fergus (2013): visualizing what deep nets learn [http://arxiv.org/abs/1311.2901 paper]<br />
	* Image compression with Hopfield networks<br />		* Schmidhuber: deep nets ([http://arxiv.org/pdf/1312.5548.pdf paper]), focusing on LOCOCODE ([http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.51.1412 paper])
			* Image compression with Hopfield networks <br />
	\| <br />		\| <br />
	[mailto:shiry@berkeley.edu Shiry Ginosar]<br />		[mailto:shiry@berkeley.edu Shiry Ginosar]<br />
			Anthony DiFranco<br />
	Chris Hillar		Chris Hillar
	\|-		\|-

Bruno at 01:53, 22 April 2014

2014-04-22T01:53:26Z

← Older revision		Revision as of 01:45, 22 April 2014
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	\| April 28		\| April 28
	\| '''Deep network models''' <br />		\| '''Deep network models''' <br />
	* Hinton & Salakhudinov (2006): stacked RBMs <br />		* Hinton & Salakhudinov (2006): stacked RBMs, [https://www.dropbox.com/s/bjtfiiu44skwuzl/hinton-salakutdinov06.pdf paper] <br />
	* Le et al. (2011): Unsupervised learning (Google brain, 'cat' neurons) <br />		* Le et al. (2011): Unsupervised learning (Google brain, 'cat' neurons), [https://www.dropbox.com/s/ydd91bhv0qj69rr/le-etal12.pdf paper] <br />
	* Krishevsky et al. (2012): Supervised learning, ImageNet 1000 [http://books.nips.cc/papers/files/nips25/NIPS2012_0534.pdf ~~paper]<br />~~		* Krishevsky et al. (2012): Supervised learning, ImageNet 1000 [http://books.nips.cc/papers/files/nips25/NIPS2012_0534.pdf paper]
	* Fergus (2013): visualizing what deep nets learn [http://arxiv.org/abs/1311.2901 paper]
	\| <br />		\| <br />
	TBD <br />		TBD <br />
	TBD <br />		TBD <br />
	[mailto:abbasi@berkeley.edu Reza Abbasi-Asl~~] <br />~~		[mailto:abbasi@berkeley.edu Reza Abbasi-Asl]
	~~[mailto:shiry@berkeley.edu Shiry Ginosar~~]
	\|-		\|-
	\| May 5		\| May 5
	\| '''Special topics''' <br />		\| '''Special topics''' <br />
			* Fergus (2013): visualizing what deep nets learn [http://arxiv.org/abs/1311.2901 paper]<br />
	* Image compression with Hopfield networks<br />		* Image compression with Hopfield networks<br />

	\| <br />		\| <br />
			[mailto:shiry@berkeley.edu Shiry Ginosar]<br />
	Chris Hillar		Chris Hillar
	\|-		\|-

Bruno at 03:20, 21 April 2014

2014-04-21T03:20:05Z

← Older revision		Revision as of 03:12, 21 April 2014
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	\| April 21		\| April 21
	\| '''Hierarchical models''' <br />		\| '''Hierarchical models''' <br />
	* Karklin & Lewicki (2003): density components <br />		* Karklin & Lewicki (2003): density components, [https://www.dropbox.com/s/urjwi875vhtmyww/karklin-lewicki03.pdf paper] <br />
	* Shan & Cottrell: stacked ICA <br />		* Shan & Cottrell: stacked ICA, [https://www.dropbox.com/s/vit1tyjsz75jalf/shan-cottrell07.pdf paper] <br />
	* Cadieu & Olshausen (2012): learning intermediate representations of form and motion		* Cadieu & Olshausen (2012): learning intermediate representations of form and motion, [https://www.dropbox.com/s/p0bsnjxq3v6rs0x/cadieu-olshausen12.pdf paper]
	\| <br />		\| <br />
	Tyler Lee<br />		Tyler Lee<br />

Bruno at 22:35, 8 April 2014

2014-04-08T22:35:47Z

← Older revision		Revision as of 22:27, 8 April 2014
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	* Roweis & Saul: Local Linear Embedding, [https://www.dropbox.com/s/xbslejj4jl7723q/roweis-saul00.pdf paper]		* Roweis & Saul: Local Linear Embedding, [https://www.dropbox.com/s/xbslejj4jl7723q/roweis-saul00.pdf paper]
	\| <br />		\| <br />
	~~TBD~~<br />		Yubei Chen<br />
	~~TBD~~<br />		Bruno/Mayur<br />
	James Arnemann		James Arnemann
	\|-		\|-
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	* Shan & Cottrell: stacked ICA <br />		* Shan & Cottrell: stacked ICA <br />
	* Cadieu & Olshausen (2012): learning intermediate representations of form and motion		* Cadieu & Olshausen (2012): learning intermediate representations of form and motion
	\|		\| <br />
			Tyler Lee<br />
			Brian Cheung<br />
			Dylan Paiton
	\|-		\|-
	\| April 28		\| April 28

Bruno at 21:38, 7 April 2014

2014-04-07T21:38:01Z

← Older revision		Revision as of 21:30, 7 April 2014
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	\| April 14		\| April 14
	\| '''Manifold and Lie group models''' <br />		\| '''Manifold and Lie group models''' <br />
	* Carlsson: Klein bottle model of natural images [https://www.dropbox.com/s/egaeuqpr7spuaaq/carlsson-etal07.pdf paper]		* Carlsson et al.: Klein bottle model of natural images, [https://www.dropbox.com/s/egaeuqpr7spuaaq/carlsson-etal07.pdf paper]
	* Culpepper & Olshausen: Learning manifold transport operators, [https://www.dropbox.com/s/1yqnpg7mfodfd8y/culpepper-olshausen09.pdf paper]		* Culpepper & Olshausen: Learning manifold transport operators, [https://www.dropbox.com/s/1yqnpg7mfodfd8y/culpepper-olshausen09.pdf paper]
	* Roweis & Saul: Local Linear Embedding, [https://www.dropbox.com/s/xbslejj4jl7723q/roweis-saul00.pdf paper]		* Roweis & Saul: Local Linear Embedding, [https://www.dropbox.com/s/xbslejj4jl7723q/roweis-saul00.pdf paper]

Bruno at 21:37, 7 April 2014

2014-04-07T21:37:07Z

← Older revision		Revision as of 21:29, 7 April 2014
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	\| April 14		\| April 14
	\| '''Manifold and Lie group models''' <br />		\| '''Manifold and Lie group models''' <br />
	* Carlsson: Klein bottle model of natural images		* Carlsson: Klein bottle model of natural images [https://www.dropbox.com/s/egaeuqpr7spuaaq/carlsson-etal07.pdf paper]
	* Culpepper & Olshausen: Learning manifold transport operators		* Culpepper & Olshausen: Learning manifold transport operators, [https://www.dropbox.com/s/1yqnpg7mfodfd8y/culpepper-olshausen09.pdf paper]
	* Roweis & Saul: Local Linear Embedding		* Roweis & Saul: Local Linear Embedding, [https://www.dropbox.com/s/xbslejj4jl7723q/roweis-saul00.pdf paper]
	\| <br />		\| <br />
	TBD<br />		TBD<br />

Bruno at 19:00, 7 April 2014

2014-04-07T19:00:53Z

← Older revision		Revision as of 18:52, 7 April 2014
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	Guy Isely<br />		Guy Isely<br />
	Chayut Thanapirom<br />		Chayut Thanapirom<br />
	~~TBD~~		Bharath Hariharan
	\|-		\|-
	\| April 14		\| April 14

Bruno at 04:00, 30 March 2014

2014-03-30T04:00:33Z

← Older revision		Revision as of 03:52, 30 March 2014
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	\| March 31		\| March 31
	\| '''Energy-based models''' <br />		\| '''Energy-based models''' <br />
	* Hinton: Product of experts models [https://www.dropbox.com/s/iow62b9nqbbxftw/hinton-poe-nc02.pdf paper] <br />		* Hinton: Product of experts models, [https://www.dropbox.com/s/iow62b9nqbbxftw/hinton-poe-nc02.pdf paper] <br />
	* Osindero & Hinton: Product of Experts model of natural images, [https://www.dropbox.com/s/rkl97yw1ryvosya/osindero-welling-hinton06.pdf paper]<br />		* Osindero & Hinton: Product of Experts model of natural images, [https://www.dropbox.com/s/rkl97yw1ryvosya/osindero-welling-hinton06.pdf paper]<br />
	* Roth & Black: Fields of experts, [https://www.dropbox.com/s/w6lhf9li8tsexnm/roth-black05.pdf paper] <br />		* Roth & Black: Fields of experts, [https://www.dropbox.com/s/w6lhf9li8tsexnm/roth-black05.pdf paper] <br />