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, UC Berkeley; Director of IDS & Head of CS, University of Hong KongVerified email at eecs.berkeley.edu
Avinash RavichandranPrincipal Applied Scientist, Perception, CruiseVerified email at cis.jhu.edu
Anthony YezziProfessor of Electrical and Computer Engineering, Georgia TechVerified email at ece.gatech.edu
Alessandro ChiusoProfessor of Automatic Control, University of PadovaVerified email at dei.unipd.it
Pietro PeronaCalifornia Institute of TechnologyVerified email at caltech.edu
Shankar SastryUniversity of CaliforniaVerified email at berkeley.edu
Hailin JinSenior Principal Scientist, Adobe ResearchVerified email at adobe.com
Jana KoseckaGeorge Mason UniversityVerified email at gmu.edu
Andrea VedaldiUniversity of OxfordVerified email at robots.ox.ac.uk
Gianfranco DorettoWest Virginia UniversityVerified email at mail.wvu.edu
Rahul BhotikaSenior Vice President, Research, Optum Labs (United Health Group R&D)Verified email at optum.com
Pratik ChaudhariUniversity of PennsylvaniaVerified email at seas.upenn.edu
Daniel CremersTechnical University of MunichVerified email at tum.de
Byung-Woo HongChung-Ang University, Seoul, KoreaVerified email at cau.ac.kr
Alex WongYale UniversityVerified email at yale.edu
Rene VidalRachleff University Professor, University of Pennsylvania; Amazon Scholar; Chief Scientist, NORCEVerified email at jhu.edu
Yanchao YangAssistant Professor, HKU; Stanford University; UCLAVerified email at stanford.edu
Michalis RaptisSoftware Engineer at GoogleVerified 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	2702*	2012
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	1254	2019
Dynamic textures G Doretto, A Chiuso, YN Wu, S Soatto International Journal of Computer Vision, 2003, 2003	1186	2003
Quick shift and kernel methods for mode seeking A Vedaldi, S Soatto Computer Vision–ECCV 2008: 10th European Conference on Computer Vision …, 2008	1128	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	906	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	713	2017
Fda: Fourier domain adaptation for semantic segmentation Y Yang, S Soatto Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2020	700	2020
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	567	2011
A baseline for few-shot image classification GS Dhillon, P Chaudhari, A Ravichandran, S Soatto Intl. Conf. on Learning Representations (ICLR) 2020, 2019	553	2019
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	480	2006
Emergence of invariance and disentanglement in deep representations A Achille, S Soatto The Journal of Machine Learning Research 19 (1), 1947-1980, 2018	451	2018
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	449	2002
Dynamic texture recognition P Saisan, G Doretto, YN Wu, S Soatto Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision …, 2001	438	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	421	2016
Motion estimation via dynamic vision S Soatto, R Frezza, P Perona IEEE Transactions on Automatic Control 41 (3), 393-413, 1996	402	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	401	2003
Dynamic textures S Soatto, G Doretto, YN Wu Proceedings Eighth IEEE International Conference on Computer Vision. ICCV …, 2001	397	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	386	2005
Motion competition: A variational approach to piecewise parametric motion segmentation D Cremers, S Soatto International Journal of Computer Vision 62, 249-265, 2005	353	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	340	2006

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