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 MukkamalaConsultantVerified email at math.uni-tuebingen.de
Alexey DosovitskiyInceptiveVerified email at inceptive.team
Yunjin ChenAlibaba CloudVerified 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
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
Sheheryar MehmoodPhD Student, University of TübingenVerified email at math.uni-tuebingen.de
Stephen BeckerAssociate Professor at University of ColoradoVerified email at colorado.edu
Shoham SabachAssociate Professor, Technion, Faculty of Data and Decision SciencesVerified email at technion.ac.il
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	718	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	501	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	289	2011
Higher order motion models and spectral clustering P Ochs, T Brox 2012 IEEE Conference on Computer Vision and Pattern Recognition, 614-621, 2012	242	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	236	2015
iPiasco: Inertial proximal algorithm for strongly convex optimization P Ochs, T Brox, T Pock Journal of Mathematical Imaging and Vision, 2015	132	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	91	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	76	2013
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	61	2019
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	60	2020
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	60	2011
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	57	2016
Unifying abstract inexact convergence theorems and block coordinate variable metric iPiano P Ochs SIAM Journal on Optimization 29 (1), 541-570, 2019	55*	2019
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	51	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	51	2018
Beyond alternating updates for matrix factorization with inertial Bregman proximal gradient algorithms MC Mukkamala, P Ochs Advances in Neural Information Processing Systems 32, 2019	30	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	20	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	17	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	13*	2019

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