ICG/Research/Team Pock/Team

Thomas Pock

 

Short CV

Thomas Pock, born 1978 in Graz, received his MSc (1998-2004) and his PhD (2005-2008) in Computer Engineering (Telematik) from Graz University of Technology. After a Post-doc position at the University of Bonn, he moved back to Graz University of Technology where he has been an Assistant Professor at the Institute for Computer Graphics and Vision. In 2013 Thomas Pock received the START price of the Austrian Science Fund (FWF) and the German Pattern recognition award of the German association for pattern recognition (DAGM) and in 2014, Thomas Pock received an starting grant from the European Research Council (ERC). Since June 2014, Thomas Pock is a Professor of Computer Science at Graz University of Technology (AIT Stiftungsprofessur "Mobile Computer Vision") and a principal scientist at the Center for Vision, Automation & Control at the Austrian Institute of Technology (AIT). The focus of his research is the development of mathematical models for computer vision and image processing as well as the development of efficient convex and non-smooth optimization algorithms. A full CV can be found here.

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Publications

Katrin Lasinger, Christoph Vogel, Konrad Schindler and Thomas Pock Variational 3D-PIV with sparse descriptors Show publication in PURE
Markus Hofinger, Thomas Pock and Thomas Moosbrugger Robust Deformation Estimation in Wood-Composite Materials using Variational Optical Flow Show publication in PURE
Kerstin Hammernik, Tobias Würfl, Thomas Pock and Andreas Maier A Deep Learning Architecture for Limited-Angle Computed Tomography ReconstructionBildverarbeitung für die Medizin 2017 Show publication in PURE
Thomas Andreas Grandits and Thomas Pock Optimizing Wavelet Bases for Sparser RepresentationsProceedings of the 11th International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition Show publication in PURE
Gottfried Munda, Alexander Shekhovtsov, Patrick Knöbelreiter and Thomas Pock Scalable Full Flow with Learned Binary Descriptors Show publication in PURE
Claus Gerstenberger, Michael Karbiener, Nikolaus Jaufer, Thomas Pock, Martin Urschler and Markus Gugatschka Automated segmentation and morphometry of muscle fibers from haematoxylin-eosin-stained histological sections Show publication in PURE
Stefan Heber, Wei Yu and Thomas Pock Neural EPI-Volume Networks for Shape from Light FieldIEEE International Conference on Computer Vision (ICCV) Show publication in PURE
Tuomo Valkonen and Thomas Pock Acceleration of the PDHGM on Partially Strongly Convex Functions Show publication in PURE
Christian Reinbacher, Gottfried Munda and Thomas Pock Real-time panoramic tracking for event cameras2017 IEEE International Conference on Computational Photography, ICCP 2017 - Proceedings Show publication in PURE
Kerstin Hammernik, Florian Knoll, Daniel K Sodickson and Thomas Pock On the Influence of Sampling Pattern Design on Deep Learning-Based MRI ReconstructionProceedings of the International Society of Magnetic Resonance in Medicine (ISMRM) Show publication in PURE
Kerstin Hammernik, Florian Knoll, Daniel K Sodickson and Thomas Pock L2 or not L2: Impact of Loss Function Design for Deep Learning MRI ReconstructionProceedings of the International Society of Magnetic Resonance in Medicine (ISMRM) Show publication in PURE
Aleksander Colovic, Patrick Knöbelreiter, Alexander Shekhovtsov and Thomas Pock End-to-End Training of Hybrid CNN-CRF Models for Semantic Segmentation using Structured Learning Show publication in PURE
Oliver Maier, Matthias Schlögl, Andreas Johann Lesch, Andreas Petrovic, Martin Holler, Thomas Pock and Rudolf Stollberger Improved Accelerated Model-based Parameter Quantification with Total-Generalized- Variation Regularization. Show publication in PURE
Teresa Klatzer, Daniel Soukup, Erich Kobler, Kerstin Hammernik and Thomas Pock Trainable Regularization for Multi-frame SuperresolutionPattern Recognition90-100 Show publication in PURE
Erich Kobler, Teresa Klatzer, Kerstin Hammernik and Thomas Pock Variational Networks: Connecting Variational Methods and Deep Learning Show publication in PURE
Christoph Vogel, Audrey Richard, Thomas Pock and Konrad Schindler Semantic 3D Reconstruction with Finite Element Bases28th British Machine Vision Conference Show publication in PURE
Christoph Vogel and Thomas Pock A Primal Dual Network for Low-Level Vision ProblemsGerman Conference on Pattern Recognition, 2017 Show publication in PURE
Magdalena Krieber, Katrin D. Bartl-Pokorny, Florian B. Pokorny, Dajie Zhang, Karin Landerl, Christof Körner, Franz Pernkopf, Thomas Pock, Christa Einspieler and Peter B. Marschik Eye Movements during silent and oral reading in a regular orthography Show publication in PURE
Florian Knoll, Kerstin Hammernik, Elisabeth Garwood, Anna Hirschmann, Leon Rybak, Mary Bruno, Kai Tobias Block, James Babb, Thomas Pock, Daniel K Sodickson and Michael P Recht Accelerated Knee Imaging Using a Deep Learning Based ReconstructionProceedings of the International Society of Magnetic Resonance in Medicine (ISMRM) Show publication in PURE
Yunjin Chen and Thomas Pock Trainable Nonlinear Reaction Diffusion Show publication in PURE
Kerstin Hammernik, Teresa Klatzer, Erich Kobler, Michael P Recht, Daniel K Sodickson, Thomas Pock and Florian Knoll Learning a Variational Network for Reconstruction of Accelerated MRI Data Show publication in PURE
Kerstin Hammernik, Thomas Pock and Robert Nuster Variational Photoacoustic Image Reconstruction with Spatially Resolved Projection DataProc. SPIE Show publication in PURE
Patrick Knöbelreiter, Christian Reinbacher, Alexander Shekhovtsov and Thomas Pock End-to-End Training of Hybrid CNN-CRF Models for Stereo Show publication in PURE
Christian Reinbacher, Gottfried Graber and Thomas Pock Real-Time Intensity-Image Reconstruction for Event Cameras Using Manifold Regularisation Show publication in PURE
Stefan Heber, Wei Yu and Thomas Pock U-shaped Networks for Shape from Light FieldBritish Machine Vision Conference, BMVC 2016 Show publication in PURE
Oleksandr Shekhovtsov, Christian Reinbacher, Gottfried Graber and Thomas Pock Solving Dense Image Matching in Real-Time using Discrete-Continuous Optimization Show publication in PURE
Thomas Pock and Shoham Sabach Inertial proximal alternating linearized minimization (iPALM) for nonconvex and nonsmooth problems Show publication in PURE
Vladimir Kolmogorov, Thomas Pock and Michal Rolinek Total variation on a tree Show publication in PURE
Stefan Heber and Thomas Pock Convolutional Networks for Shape from Light FieldIEEE Conference on Computer Vision and Pattern Recognition (2016) Show publication in PURE
Thomas Pock and Chambolle Antonin On the ergodic convergence rates of a first-order primaldual algorithm Show publication in PURE
Maros Blaha, Christoph Vogel, Audrey Richard, Jan Wegner, Konrad Schindler and Thomas Pock Large-Scale Semantic 3D Reconstruction: an Adaptive Multi-Resolution Model for Multi-Class Volumetric LabelingComputer Vision and Pattern Recognition3176-3184 Show publication in PURE
Teresa Klatzer, Kerstin Hammernik, Patrick Knöbelreiter and Thomas Pock Learning Joint Demosaicing and Denoising Based on Sequential Energy MinimizationIEEE International Conference on Computational Photography (ICCP) Show publication in PURE
Kerstin Hammernik, Florian Knoll, Daniel Sodickson and Thomas Pock Learning a Variational Model for Compressed Sensing MRI ReconstructionProceedings of the International Society of Magnetic Resonance in Medicine (ISMRM) Show publication in PURE
Teresa Klatzer and Thomas Pock Continuous Hyper-parameter Learning for Support Vector MachinesComputer Vision Winter Workshop Show publication in PURE
Wei Yu, Stefan Heber and Thomas Pock Learning Reaction-Diffusion Models for Image InpaintingPattern Recognition356-367 Show publication in PURE
Kerstin Hammernik, Thomas Ebner, Darko Stern, Martin Urschler and Thomas Pock Vertebrae Segmentation in 3D CT Images based on a Variational FrameworkRecent Advances in Computational Methods and Clinical Applications for Spine Imaging and Clinical Applications for Spine Imaging227-233 Show publication in PURE
Gernot Riegler and Thomas Pock Real-time flare detection in ground-based hα imaging at kanzelhhe observatory Show publication in PURE
W. Pötzi, A. M. Veronig, Gernot Riegler, U. Amerstorfer, Thomas Pock, M. Temmer, W. Polanee and D. J. Baumgartner Real-time flare detection in ground-based Ha imaging at Kanzelhöhe Observatory Show publication in PURE
Gottfried Graber, Thomas Pock, Stefano Soatto and Jonathan Balzer Efficient Minimal-Surface Regularization of Perspective Depth Maps in Variational StereoThe IEEE Conference on Computer Vision and Pattern Recognition (CVPR)511-520 Show publication in PURE
Peter Ochs, Rene Ranftl, Thomas Brox and Thomas Pock Bilevel optimization with nonsmooth lower level problemsProceedings of SSVM 2015 Show publication in PURE
Gernot Riegler, Rene Ranftl, Matthias Rüther, Thomas Pock and Horst Bischof Depth Restoration via Joint Training of a Global Regression Model and CNNsBritish Machine Vision Conference Show publication in PURE
Thomas Pock, B. Wirth and K. Bredies A convex, lower semi-continuous approximation of euler’s elastica energy Show publication in PURE
Yunjin Chen, Wei Yu and Thomas Pock On learning optimized reaction diffusion processes for effective image restorationInternational Conference on Computer Vision Show publication in PURE
Kerstin Hammernik, Thomas Ebner, Darko Stern, Martin Urschler and Thomas Pock Vertebrae Segmentation in 3D CT Images based on a Variational FrameworkProceedings 2nd MICCAI Workshop & Challenge Computational Methods and Clinical Applications in Spine Imaging (CSI)200-207 Show publication in PURE
Peter Ochs, Thomas Brox and Thomas Pock iPiasco: Inertial Proximal Algorithm for strongly convex Optimization Show publication in PURE
Stefan Heber and Thomas Pock Scene Flow Estimation from Light Fields via the Preconditioned Primal-Dual AlgorithmPattern Recognition: 36th German Conference, GCPR 2014, M{\"u}nster, Germany, September 2-5, 2014, Proceedings3-14 Show publication in PURE
Yunjin Chen, Rene Ranftl and Thomas Pock A bi-level view of inpainting - based image compressionComputer Vision Winter Workshop Show publication in PURE
Peter Ochs, Thomas Brox, Alexey Dosovitskiy and Thomas Pock An iteratively reweighted Algorithm for Non-smooth Non-convex Optimization in Computer Vision Show publication in PURE
Wei Yu and Thomas Pock A Comparison of First-order Algorithms for Machine LearningÖAGM-Meeting Show publication in PURE
Peter Ochs, Yunjin Chen, Thomas Brox and Thomas Pock iPiano: Inertial Proximal Algorithm for Non-Convex Optimization Show publication in PURE
Martin Urschler, Gerd Leitinger and Thomas Pock Interactive 2D/3D Image Denoising and Segmentation Tool for Medical ApplicationsProceedings MICCAI Workshop Interactive Medical Image Computation (IMIC) Show publication in PURE
Stefan Heber and Thomas Pock Shape from Light Field meets Robust PCAComputer Vision -- ECCV 2014: 13th European Conference, Zurich, Switzerland, September 6-12, 2014, Proceedings, Part VI751-767 Show publication in PURE
Yunjin Chen, Rene Ranftl and Thomas Pock Insights into analysis operator learning: From patch-based sparse models to higher-order MRFs Show publication in PURE
Yunjin Chen, Wensen Feng, Rene Ranftl, Hong Qiao and Thomas Pock A higher-order MRF based variational model for multiplicative noise reduction Show publication in PURE
Rene Ranftl and Thomas Pock A Deep Variational Model for Image SegmentationDAGM Symposium Mustererkennung Show publication in PURE
Rene Ranftl, Kristian Bredie and Thomas Pock Non-Local Total Generalized Variation for Optical Flow EstimationEuropean Conference on Computer Vision Show publication in PURE
Arjan Kuijper, Thomas Pock, Kristian Bredies and Horst Bischof Scale Space and Variational Methods in Computer Vision: 4th International Conference, SSVM 2013, Schloss Seggau, Leibnitz, Austria, June 2-6, 2013. Proceedings Show publication in TUGRAZonline
Rene Ranftl, Thomas Pock and Horst Bischof Minimizing TGV-Based Variational Models with Non-convex Data Terms4th International Conference, SSVM 2013, Schloss Seggau, Leibnitz, Austria, June 2-6, 2013.282-293 Show publication in PURE
Stefan Heber, Rene Ranftl and Thomas Pock Variational Shape from Light FieldEnergy Minimization Methods in Computer Vision and Pattern Recognition66-79 Show publication in PURE
Arjan Kuijper, Thomas Pock, Kristian Bredies and Horst Bischof Scale Space and Variational Methods in Computer Vision: 4th International Conference, SSVM 2013, Schloss Seggau, Leibnitz, Austria, June 2-6, 2013. Proceedings Show publication in PURE
Yunjin Chen, Thomas Pock, Rene Ranftl and Horst Bischof Revisiting loss-specific training of filter-based MRFs for image restoration35th German Conference, GCPR 2013, Proceedings271-281 Show publication in PURE
Axel Pinz, Thomas Pock, Horst Bischof and Franz Leberl Joint 34th DAGM and 36th OAGM Symposium Show publication in TUGRAZonline
Thomas Pock On paramter learning in variational modelsInternational Symposium on Mathematical Programming Show publication in PURE
Stefan Heber, Rene Ranftl and Thomas Pock Approximate Envelope MinimizationComputer Vision Winter Workshop1-8 Show publication in PURE
Axel Pinz, Thomas Pock, Horst Bischof and Franz Leberl Joint 34th DAGM and 36th OAGM Symposium Show publication in PURE
Axel Pinz, Thomas Pock, Horst Bischof and Franz Leberl Pattern Recognition Show publication in PURE
Andreas Wendel, Michael Maurer, Gottfried Graber, Thomas Pock and Horst Bischof Dense Reconstruction On-the-FlyProceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)1450-1457 Show publication in PURE
Yunjin Chen, Thomas Pock and Horst Bischof Learning l1-based analysis and synthesis sparsity priors using bi-level optimization Show publication in PURE
Arnold Irschara, Markus Rumpler, Philipp Meixner, Thomas Pock and Horst Bischof Efficient and Globally Optimal Multi View Dense Matching for Aerial ImagesCongress / International Society for Photogrammetry and Remote Sensing227-232 Show publication in PURE
Markus Unger, Manuel Werlberger, Thomas Pock and Horst Bischof Joint motion estimation and segmentation of complex scenes with label costs and occlusion modelingConference on Computer Vision and Pattern Recognition1878-1885 Show publication in PURE
Rene Ranftl, Stefan Gehring, Thomas Pock and Horst Bischof Pushing the Limits of Stereo Using Variational Stereo EstimationProceedings of IV 2012401-407 Show publication in PURE
Stefan Heber, Rene Ranftl and Thomas Pock Approximate Envelope Minimization for Curvature RegularityComputer Vision -- ECCV 2012. Workshops and Demonstrations283-292 Show publication in PURE
Markus Unger, Thomas Pock and Horst Bischof Global Relabeling for Continuous Optimization in Binary Image SegmentationProceedings of EMMCVPR 2011 Show publication in PURE
Manuel Werlberger, Markus Unger, Thomas Pock and Horst Bischof Efficient Minimization of the Non-Local Potts ModelProceedings of SSVM 2011314-325 Show publication in PURE
Manuel Werlberger, Thomas Pock, Markus Unger and Horst Bischof Optical Flow Guided TV-L1 Video Interpolation and RestorationProceedings of EMMCVPR 2011273-286 Show publication in PURE
Florian Knoll, Kristian Bredies, Thomas Pock and Rudolf Stollberger Second Order Total Generalized Variation (TGV) for MRI Show publication in PURE
Gottfried Graber, Thomas Pock and Horst Bischof Online 3D reconstruciton using Convex OptimizationProceedings of ICCV 2011 Show publication in PURE
Thomas Pock and Antonin Chambolle Diagonal preconditioning for first order primal-dual algorithms in convex optimizationProceedings of ICCV 2011 Show publication in PURE
Florian Knoll, Kristian Bredies, Thomas Pock and Rudolf Stollberger Total Generalized Variation (TGV) for MRI2010 Proc. Intl. Soc. Mag. Reson. Med.4855-4855 Show publication in PURE
Christian Reinbacher, Thomas Pock, Christian Bauer and Horst Bischof Variational Segmentation of Elongated Volumetric StructuresIEEE Proceedings of Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2010)3177-3184 Show publication in PURE
Markus Unger, Thomas Pock, Manuel Werlberger and Horst Bischof A Convex Approach for Variational Super-ResolutionProceedings of DAGM 2010313-322 Show publication in PURE
Stefan Kluckner, Thomas Pock and Horst Bischof Exploiting Redundancy for Aerial Image Fusion using Convex OptimizationProceedings for DAGM 2010303-312 Show publication in PURE
Florian Knoll, Markus Unger, Clemens Diwoky, Christian Clason, Thomas Pock and Rudolf Stollberger Fast reduction of undersampling artifacts in radial MR angiography with 3D total variation on graphics hardware Show publication in PURE
Sasa Grbic, Martin Urschler, Thomas Pock and Horst Bischof Optical flow based deformable volume registration using a novel second-order regularization priorProc. SPIE 7623, Medical Imaging 2010: Image Processing Show publication in PURE
Jakob Santner, Christian Leistner, Amir Saffari, Thomas Pock and Horst Bischof PROST: Parallel Robust Online Simple TrackingProceedings of Conference on Computer Vision and Pattern Recognition (CVPR) 2010723-730 Show publication in PURE
Jakob Santner, Thomas Pock and Horst Bischof Interactive Multi-Label SegmentationAsian Conference on Computer Vision392-405 Show publication in PURE
Amir Saffari, Martin Godec, Thomas Pock, Christian Leistner and Horst Bischof Online Multi-Class LPBoostProceedings for CVPR 20103570-3577 Show publication in PURE
Franz Leberl, Arnold Irschara, Thomas Pock, Philipp Meixner, Michael Gruber, S. Scholz and A. Wiechert Point Clouds: Lidar versus 3D Vision Show publication in PURE
Florian Knoll, Kristian Bredies, Thomas Pock and Rudolf Stollberger Second Order Total Generalized Variation (TGV) for MRI Show publication in PURE
Manuel Werlberger, Thomas Pock and Horst Bischof Motion Estimation with Non-Local Total Variation RegularizationProceedings of Conference on Computer Vision and Pattern Recognition (CVPR) 20102464-2471 Show publication in PURE
Stefan Kluckner, Markus Unger, Thomas Pock and Horst Bischof Large-Scale Semantic Classification and Ortho-Image FusionProceedings of BMVA Meeting Aerial Image Recognition and Classification 2010110-114 Show publication in PURE
Franz Leberl, Horst Bischof, Thomas Pock, Arnold Irschara and Stefan Kluckner Aerial Computer Vision for a 3D Virtual Habitat Show publication in PURE
Contact
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     Thomas Pock     
Inffeldgasse 16/II
8010 Graz, Austria
mail:  pocknoSpam@icg.tugraz.at
phone:  +43 316 873-5056