Stefano Soatto

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Alessandro AchilleSenior Applied Scientist, Amazon Web Services and CaltechVerified email at caltech.edu
Paolo FavaroProfessor of Computer Vision, University of BernVerified email at iam.unibe.ch
Yi Ma (马毅)Professor of EECS, University of California, BerkeleyVerified email at eecs.berkeley.edu
Anthony YezziProfessor of Electrical and Computer Engineering, Georgia TechVerified email at ece.gatech.edu
Avinash RavichandranPrincipal Applied Scientist, Perception, CruiseVerified email at cis.jhu.edu
Pietro PeronaCalifornia Institute of TechnologyVerified email at caltech.edu
Alessandro ChiusoProfessor of Automatic Control, University of PadovaVerified email at dei.unipd.it
Hailin JinSenior Principal Scientist, Adobe ResearchVerified email at adobe.com
Shankar SastryUniversity of CaliforniaVerified email at berkeley.edu
Andrea VedaldiUniversity of OxfordVerified email at robots.ox.ac.uk
Jana KoseckaGeorge Mason UniversityVerified email at gmu.edu
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
Pratik ChaudhariUniversity of PennsylvaniaVerified email at seas.upenn.edu
Rahul BhotikaSenior Vice President, Research, Optum Labs (United Health Group R&D)Verified email at optum.com
Rene VidalRachleff University Professor, University of Pennsylvania; Amazon Scholar; NORCE Chief ScientistVerified email at jhu.edu
Yanchao YangAssistant Professor, HKU; Stanford University; UCLAVerified email at stanford.edu
Alex WongYale UniversityVerified email at yale.edu
Brian FulkersonVerified email at cs.ucla.edu

Stefano Soatto

Professor of Computer Science, UCLA; VP, AWS

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	2606*	2012
Dynamic textures G Doretto, A Chiuso, YN Wu, S Soatto International Journal of Computer Vision, 2003, 2003	1177	2003
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	1091	2019
Quick shift and kernel methods for mode seeking A Vedaldi, S Soatto Computer Vision–ECCV 2008: 10th European Conference on Computer Vision …, 2008	1077	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	899	2009
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	640	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	545	2011
Fda: Fourier domain adaptation for semantic segmentation Y Yang, S Soatto Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020	520	2020
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, 335-351, 2006	474	2006
A baseline for few-shot image classification GS Dhillon, P Chaudhari, A Ravichandran, S Soatto Intl. Conf. on Learning Representations (ICLR) 2020, 2019	471	2019
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	439	2002
Dynamic texture recognition P Saisan, G Doretto, YN Wu, S Soatto Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision …, 2001	431	2001
Emergence of invariance and disentanglement in deep representations A Achille, S Soatto The Journal of Machine Learning Research 19 (1), 1947-1980, 2018	402	2018
Motion estimation via dynamic vision S Soatto, R Frezza, P Perona IEEE Transactions on Automatic Control 41 (3), 393-413, 1996	399	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	398	2003
Dynamic textures S Soatto, G Doretto, YN Wu Proceedings Eighth IEEE International Conference on Computer Vision. ICCV …, 2001	391	2001
Information dropout: Learning optimal representations through noisy computation A Achille, S Soatto IEEE transactions on pattern analysis and machine intelligence 40 (12), 2897 …, 2016	388	2016
A geometric approach to shape from defocus P Favaro, S Soatto IEEE Transactions on Pattern Analysis and Machine Intelligence 27 (3), 406-417, 2005	375	2005
Motion competition: A variational approach to piecewise parametric motion segmentation D Cremers, S Soatto International Journal of Computer Vision 62, 249-265, 2005	360	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	339	2006

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