Stefano Soatto

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Paolo FavaroProfessor of Computer Vision, University of BernVerified email at iam.unibe.ch
Anthony YezziProfessor of Electrical and Computer Engineering, Georgia TechVerified email at ece.gatech.edu
Yi Ma (马毅)Professor of EECS, University of California, BerkeleyVerified email at eecs.berkeley.edu
Alessandro ChiusoProfessor of Automatic Control, University of PadovaVerified email at dei.unipd.it
Pietro PeronaCalifornia Institute of TechnologyVerified email at caltech.edu
Alessandro AchilleApplied Scientist, Amazon Web Services and CaltechVerified email at caltech.edu
Hailin JinSenior Principal Scientist, Adobe ResearchVerified email at adobe.com
Shankar SastryUniversity of CaliforniaVerified email at berkeley.edu
Avinash RavichandranPrincipal Scientist, AWSVerified email at cis.jhu.edu
Jana KoseckaGeorge Mason UniversityVerified email at gmu.edu
Andrea VedaldiUniversity of OxfordVerified email at robots.ox.ac.uk
Gianfranco DorettoAssociate Professor of Computer Science and Electrical Engineering, West Virginia UniversityVerified email at mail.wvu.edu
Daniel CremersTechnical University of MunichVerified email at tum.de
Byung-Woo HongChung-Ang University, Seoul, KoreaVerified email at cau.ac.kr
Rene VidalMINDS Director & Seder Professor at Johns Hopkins University, Amazon Scholar, NORCE Chief ScientistVerified email at jhu.edu
Pratik ChaudhariUniversity of PennsylvaniaVerified email at seas.upenn.edu
Brian FulkersonVerified email at cs.ucla.edu
Rahul BhotikaSenior Vice President, Research, Optum Labs (United Health Group R&D)Verified email at optum.com
Yanchao YangStanford UniversityVerified email at stanford.edu
Ying Nian WuUCLA Department of StatisticsVerified email at stat.ucla.edu

Stefano Soatto

Professor of Computer Science, UCLA

Verified email at ucla.edu - Homepage

Computer Vision Machine Learning Artificial Intelligence Robotics Augmented Reality


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An invitation to 3-d vision: from images to geometric models Y Ma, S Soatto, J Kosecka, SS Sastry Springer Science & Business Media, 2012	2508*	2012
Dynamic textures G Doretto, A Chiuso, YN Wu, S Soatto International Journal of Computer Vision, 2003, 2003	1147	2003
Quick shift and kernel methods for mode seeking A Vedaldi, S Soatto European conference on computer vision, 705-718, 2008	973	2008
Class segmentation and object localization with superpixel neighborhoods B Fulkerson, A Vedaldi, S Soatto 2009 IEEE 12th international conference on computer vision, 670-677, 2009	869	2009
Meta-learning with differentiable convex optimization K Lee, S Maji, A Ravichandran, S Soatto Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2019	735	2019
Entropy-sgd: Biasing gradient descent into wide valleys P Chaudhari, A Choromanska, S Soatto, Y LeCun, C Baldassi, C Borgs, ... Proc. of the Intl. Conf. on Learning Representations (ICLR), 2017	528	2017
Visual-inertial navigation, mapping and localization: A scalable real-time causal approach ES Jones, S Soatto The International Journal of Robotics Research 30 (4), 407-430, 2011	495	2011
Kernel density estimation and intrinsic alignment for shape priors in level set segmentation D Cremers, SJ Osher, S Soatto International journal of computer vision 69 (3), 335-351, 2006	463	2006
Structure from motion causally integrated over time A Chiuso, P Favaro, H Jin, S Soatto IEEE transactions on pattern analysis and machine intelligence 24 (4), 523-535, 2002	436	2002
Dynamic texture recognition P Saisan, G Doretto, YN Wu, S Soatto Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision …, 2001	416	2001
Motion estimation via dynamic vision S Soatto, R Frezza, P Perona IEEE Transactions on Automatic Control 41 (3), 393-413, 1996	389	1996
An algebraic geometric approach to the identification of a class of linear hybrid systems R Vidal, S Soatto, Y Ma, S Sastry 42nd IEEE International Conference on Decision and Control (IEEE Cat. No …, 2003	379	2003
Dynamic textures S Soatto, G Doretto, YN Wu Proceedings Eighth IEEE International Conference on Computer Vision. ICCV …, 2001	376	2001
A geometric approach to shape from defocus P Favaro, S Soatto IEEE Transactions on Pattern Analysis and Machine Intelligence 27 (3), 406-417, 2005	361	2005
Motion competition: A variational approach to piecewise parametric motion segmentation D Cremers, S Soatto International Journal of Computer Vision 62 (3), 249-265, 2005	342	2005
Integral invariants for shape matching S Manay, D Cremers, BW Hong, AJ Yezzi, S Soatto IEEE Transactions on pattern analysis and machine intelligence 28 (10), 1602 …, 2006	326	2006
Information dropout: Learning optimal representations through noisy computation A Achille, S Soatto IEEE transactions on pattern analysis and machine intelligence 40 (12), 2897 …, 2016	324	2016
Emergence of invariance and disentanglement in deep representations A Achille, S Soatto The Journal of Machine Learning Research 19 (1), 1947-1980, 2018	318	2018
Observability of linear hybrid systems R Vidal, A Chiuso, S Soatto, S Sastry International Workshop on Hybrid Systems: Computation and Control, 526-539, 2003	306	2003
A baseline for few-shot image classification GS Dhillon, P Chaudhari, A Ravichandran, S Soatto Intl. Conf. on Learning Representations (ICLR) 2020, 2019	294	2019

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