Peter Ochs

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Thomas BroxUniversity of FreiburgVerified email at cs.uni-freiburg.de
Thomas PockProfessor of Computer Science, TU GrazVerified email at icg.tugraz.at
Jalal FadiliCNRS-ENSICAEN-Université CaenVerified email at greyc.ensicaen.fr
Mahesh Chandra MukkamalaData Scientist at QuantPi GmbHVerified email at quantpi.com
Alexey DosovitskiyInceptiveVerified email at inceptive.team
Yunjin ChenVerified email at alibaba-inc.com
Rene RanftlEpic GamesVerified email at epicgames.com
Hans BurkhardtProfessor of Computer Science, University of FreiburgVerified email at informatik.uni-freiburg.de
Sheheryar MehmoodPhD Student, University of TübingenVerified email at math.uni-tuebingen.de
Joachim WeickertProfessor of Mathematics and Computer Science, Saarland UniversityVerified email at mia.uni-saarland.de
Olaf Ronnebergerapl. Prof. for Computer Science, University of Freiburg, GermanyVerified email at cs.uni-freiburg.de
Daniel CremersTechnical University of MunichVerified email at tum.de
Emanuel LaudePostdoctoral Researcher, KU Leuven, BelgiumVerified email at esat.kuleuven.be
Shoham SabachAssociate Professor, Technion, Faculty of Data and Decision SciencesVerified email at technion.ac.il
Stephen BeckerAssociate Professor at University of ColoradoVerified email at colorado.edu
Camille CasteraUniversity of BordeauxVerified email at math.u-bordeaux.fr
Yura Malitsky (Yurii Malitskyi)University of ViennaVerified email at univie.ac.at
Kun LiuFacebookVerified email at oculus.com
Naveen Shankar NagarajaSenior Machine Learning Engineer, BMW GroupVerified email at informatik.uni-freiburg.de
Michael MoellerProfessor for Computer Vision, University of Siegen, GermanyVerified email at uni-siegen.de

Peter Ochs

Saarland University

Verified email at math.uni-sb.de - Homepage

Convex and Nonconvex Analysis and Optimization Optimization for Data Science Bilevel Optimization


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Segmentation of moving objects by long term video analysis P Ochs, J Malik, T Brox Transactions on Pattern Analysis and Machine Intelligence 36 (6), 1187 - 1200, 2014	726	2014
ipiano: Inertial proximal algorithm for non-convex optimization P Ochs, Y Chen, T Brox, T Pock SIAM Journal on Imaging Sciences (SIIMS) 7 (2), 1388--1419, 2014	521	2014
Object segmentation in video: a hierarchical variational approach for turning point trajectories into dense regions P Ochs, T Brox 2011 international conference on computer vision, 1583-1590, 2011	296	2011
Higher order motion models and spectral clustering P Ochs, T Brox 2012 IEEE Conference on Computer Vision and Pattern Recognition, 614-621, 2012	245	2012
On iteratively reweighted Algorithms for Non-smooth Non-convex Optimization in Computer Vision P Ochs, A Dosovitskiy, T Brox, T Pock SIAM Journal on Imaging Sciences (SIIMS) 8 (1), 331–372, 2015	242	2015
iPiasco: Inertial proximal algorithm for strongly convex optimization P Ochs, T Brox, T Pock Journal of Mathematical Imaging and Vision, 2015	135	2015
Bilevel optimization with nonsmooth lower level problems P Ochs, R Ranftl, T Brox, T Pock Scale Space and Variational Methods in Computer Vision: 5th International …, 2015	93	2015
An iterated l1 Algorithm for Non-smooth Non-convex Optimization in Computer Vision P Ochs, A Dosovitskiy, T Brox, T Pock IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013	79	2013
Convex-concave backtracking for inertial Bregman proximal gradient algorithms in nonconvex optimization MC Mukkamala, P Ochs, T Pock, S Sabach SIAM Journal on Mathematics of Data Science 2 (3), 658-682, 2020	65	2020
On quasi-Newton forward-backward splitting: proximal calculus and convergence S Becker, J Fadili, P Ochs SIAM Journal on Optimization 29 (4), 2445-2481, 2019	64	2019
Techniques for gradient-based bilevel optimization with non-smooth lower level problems P Ochs, R Ranftl, T Brox, T Pock Journal of Mathematical Imaging and Vision 56, 175-194, 2016	63	2016
Multiview deblurring for 3-D images from light-sheet-based fluorescence microscopy M Temerinac-Ott, O Ronneberger, P Ochs, W Driever, T Brox, H Burkhardt IEEE Transactions on Image Processing 21 (4), 1863-1873, 2011	61	2011
Unifying abstract inexact convergence theorems and block coordinate variable metric iPiano P Ochs SIAM Journal on Optimization 29 (1), 541-570, 2019	60*	2019
Local convergence of the heavy-ball method and ipiano for non-convex optimization P Ochs Journal of Optimization Theory and Applications 177 (1), 153-180, 2018	59	2018
Non-smooth non-convex Bregman minimization: Unification and new algorithms P Ochs, J Fadili, T Brox Journal of Optimization Theory and Applications 181 (1), 244-278, 2019	53	2019
Beyond alternating updates for matrix factorization with inertial Bregman proximal gradient algorithms MC Mukkamala, P Ochs Advances in Neural Information Processing Systems 32, 2019	32	2019
Automatic differentiation of some first-order methods in parametric optimization S Mehmood, P Ochs International Conference on Artificial Intelligence and Statistics, 1584-1594, 2020	27	2020
Bregman proximal mappings and Bregman–Moreau envelopes under relative prox-regularity E Laude, P Ochs, D Cremers Journal of Optimization Theory and Applications 184, 724-761, 2020	20	2020
FSI schemes: fast semi-iterative solvers for PDEs and optimisation methods D Hafner, P Ochs, J Weickert, M Reißel, S Grewenig Pattern Recognition: 38th German Conference, GCPR 2016, Hannover, Germany …, 2016	17	2016
Adaptive FISTA for nonconvex optimization P Ochs, T Pock SIAM Journal on Optimization 29 (4), 2482-2503, 2019	14*	2019

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