Stefano Soatto

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Alessandro AchilleSenior Applied Scientist, Amazon Web Services and CaltechVerified email at caltech.edu
Avinash RavichandranPrincipal Applied Scientist, Perception, CruiseVerified email at cis.jhu.edu
Paolo FavaroProfessor of Computer Vision, University of BernVerified email at iam.unibe.ch
Yi Ma (马毅)Director of School of Computing and Data Science, HKU; Professor of EECS, UC BerkeleyVerified email at eecs.berkeley.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
Pratik ChaudhariUniversity of PennsylvaniaVerified email at seas.upenn.edu
Alex WongYale UniversityVerified email at yale.edu
Rahul BhotikaChief AI Officer, UnitedHealth GroupVerified email at optum.com
Gianfranco DorettoWest Virginia UniversityVerified email at mail.wvu.edu
Byung-Woo HongChung-Ang University, Seoul, KoreaVerified email at cau.ac.kr
Yanchao YangAssistant Professor, HKU; Stanford University; UCLAVerified email at stanford.edu
Rene VidalRachleff University Professor, University of Pennsylvania; Amazon Scholar; Chief Scientist, NORCEVerified email at seas.upenn.edu
Daniel CremersTechnical University of MunichVerified email at tum.de
Aditya GolatkarUniversity of California Los AngelesVerified email at g.ucla.edu

Stefano Soatto

Professor of Computer Science, UCLA; Vice President, AWS AI

Verified email at ucla.edu - Homepage

Artificial Intelligence Machine Learning Robotics Vision


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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	2771*	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	1508	2019
Quick shift and kernel methods for mode seeking A Vedaldi, S Soatto Computer Vision–ECCV 2008: 10th European Conference on Computer Vision …, 2008	1222	2008
Dynamic textures G Doretto, A Chiuso, YN Wu, S Soatto International Journal of Computer Vision, 2003, 2003	1197	2003
Fda: Fourier domain adaptation for semantic segmentation Y Yang, S Soatto Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2020	930	2020
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	911	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	825	2017
A baseline for few-shot image classification GS Dhillon, P Chaudhari, A Ravichandran, S Soatto Intl. Conf. on Learning Representations (ICLR) 2020, 2019	689	2019
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	581	2011
Emergence of invariance and disentanglement in deep representations A Achille, S Soatto The Journal of Machine Learning Research 19 (1), 1947-1980, 2018	522	2018
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	478	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	457	2016
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	457	2002
Dynamic texture recognition P Saisan, G Doretto, YN Wu, S Soatto Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision …, 2001	441	2001
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	419	2003
Motion estimation via dynamic vision S Soatto, R Frezza, P Perona IEEE Transactions on Automatic Control 41 (3), 393-413, 1996	407	1996
Dynamic textures S Soatto, G Doretto, YN Wu Proceedings Eighth IEEE International Conference on Computer Vision. ICCV …, 2001	400	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	396	2005
Eternal Sunshine of the Spotless Net: Selective Forgetting in Deep Neural Networks A Golatkar, A Achille, S Soatto Intl. Conf. on Comp. Vis. and Patt. Recog. (CVPR), 2019	375*	2019
Stochastic Gradient Descent Performs Variational Inference, Converges to Limit Cycles for Deep Networks P Chaudhari, S Soatto International Conference on Learning Representations (ICLR), 2018	356	2018

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