2019

Alexander Effland, Erich Kobler, Thomas Pock and Martin Rumpf Time Discrete Geodesics in Deep Feature Spaces for Image Morphing Time Discrete Geodesics in Deep Feature Spaces for Image Morphing 171-182 Show publication in PURE
Martin Schwarzbach, Stefan Manfred Spann, Kerstin Hammernik, Christoph Stefan Aigner, Thomas Pock and Rudolf Stollberger Combining Variational Optimization and Deep Learning for efficient ASL image quality enhancement Combining Variational Optimization and Deep Learning for efficient ASL image quality enhancement Show publication in PURE
Peter Ochs and Thomas Pock Adaptive FISTA for nonconvex optimization Show publication in PURE
Katrin Lasinger, Christoph Vogel, Thomas Pock and Konrad Schindler 3D Fluid Flow Estimation with Integrated Particle Reconstruction 3D Fluid Flow Estimation with Integrated Particle Reconstruction 315-332 Show publication in PURE
Dominik Narnhofer, Kerstin Hammernik, Florian Knoll and Thomas Pock Inverse GANs for accelerated MRI reconstruction Inverse GANs for accelerated MRI reconstruction Show publication in PURE
Patrick Knöbelreiter and Thomas Pock Learned Collaborative Stereo Refinement Learned Collaborative Stereo Refinement 3-17 Show publication in PURE
Thomas Pinetz, Daniel Soukup and Thomas Pock On the estimation of the Wasserstein distance in generative models On the estimation of the Wasserstein distance in generative models 156-170 Show publication in PURE
Patricia M Johnson, Matthew J Muckley, Mary Bruno, Erich Kobler, Kerstin Hammernik, Thomas Pock and Florian Knoll Joint Multi-anatomy Training of a Variational Network for Reconstruction of Accelerated Magnetic Resonance Image Acquisitions Joint Multi-anatomy Training of a Variational Network for Reconstruction of Accelerated Magnetic Resonance Image Acquisitions 71-79 Show publication in PURE
Florian Knoll, Kerstin Hammernik, Chi Zhang, Steen Moeller, Thomas Pock, Daniel K Sodickson and Mehmet Akcakaya Deep Learning Methods for Parallel Magnetic Resonance Image Reconstruction Show publication in PURE
Mahesh Chandra Mukkamala, Peter Ochs, Thomas Pock and Shoham Sabach Convex-Concave Backtracking for Inertial Bregman Proximal Gradient Algorithms in Non-Convex Optimization Show publication in PURE
KS Kumar, Francis Bach and Thomas Pock Fast Decomposable Submodular Function Minimization using Constrained Total Variation Show publication in PURE
Alexander Effland, Erich Kobler, Thomas Pock, Marko Rajkovic and Martin Rumpf Image Morphing in Deep Feature Spaces: Theory and Applications Show publication in PURE
Markus Hofinger, Thomas Pock and Thomas Moosbrugger Determination of the moisture change behavior of cross-laminated timber using an optical flow based computer vision technique Show publication in PURE
Alexander Effland, Erich Kobler, Anne Brandenburg, Teresa Klatzer, Leonie Neuhäuser, Michael Hölzel, Jennifer Landsberg, Thomas Pock and Martin Rumpf Joint Reconstruction and Classification of Tumor Cells and Cell Interactions in Melanoma Tissue Sections with Synthesized Training Data Show publication in PURE
Chambolle Antonin and Thomas Pock Total roto-translational variation Show publication in PURE

2018

Markus Hofinger, Thomas Pock and Thomas Moosbrugger Robust Deformation Estimation in Wood-Composite Materials using Variational Optical Flow Show publication in PURE
Christoph Vogel, Patrick Knöbelreiter and Thomas Pock Learning Energy Based Inpainting for Optical Flow Show publication in PURE
Patrick Knöbelreiter, Christoph Vogel and Thomas Pock Self-Supervised Learning for Stereo Reconstruction on Aerial Images Show publication in PURE
Y. Malitsky and Thomas Pock A First-Order Primal-Dual Algorithm with Linesearch Show publication in PURE
D. Antensteiner, S. Stolc and Thomas Pock A Review of Depth and Normal Fusion Algorithms Show publication in PURE
Alexander Effland, M. Hölzel, T. Klatzer, Erich Kobler, J. Landsberg, L. Neuhäuser, Thomas Pock and M. Rumpf Variational Networks for Joint Image Reconstruction and Classification of Tumor Immune Cell Interactions in Melanoma Tissue Sections Variational Networks for Joint Image Reconstruction and Classification of Tumor Immune Cell Interactions in Melanoma Tissue Sections Show publication in PURE
D. Antensteiner, S. Stolc and Thomas Pock Variational Fusion of Light Field and Photometric Stereo for Precise 3D Sensing within a Multi-Line Scan Framework Variational Fusion of Light Field and Photometric Stereo for Precise 3D Sensing within a Multi-Line Scan Framework Show publication in PURE
G. Munda, C. Reinbacher and T. Pock Real-Time Intensity-Image Reconstruction for Event Cameras Using Manifold Regularisation Show publication in PURE
Florian Knoll, Kerstin Hammernik, Thomas Pock, Daniel K Sodickson and Michael P Recht Assessment of the generalization of learned image reconstruction and the potential for transfer learning Show publication in PURE
Kerstin Hammernik, Erich Kobler, Thomas Pock, Michael P Recht, Daniel K Sodickson and Florian Knoll Variational Adversarial Networks for Accelerated MR Image Reconstruction Show publication in PURE
Florian Knoll, Kerstin Hammernik, Erich Kobler, Thomas Pock, Daniel K Sodickson and Michael P Recht Analysis of the influence of deviations between training and test data in learned image reconstruction Show publication in PURE
Katrin Lasinger, Christoph Vogel, Konrad Schindler and Thomas Pock Variational 3D-PIV with sparse descriptors Show publication in PURE
Erich Kobler, Matthew Muckley, Baiyu Chen, Florian Knoll, Kerstin Hammernik, Thomas Pock, Daniel Sodickson and Ricardo Otazo Variational Deep Learning for Low-Dose Computed Tomography Variational Deep Learning for Low-Dose Computed Tomography 6687-6691 Show publication in PURE
Florian Knoll, Kerstin Hammernik, Erich Kobler, Thomas Pock, Michael P Recht and Daniel K Sodickson Assessment of the generalization of learned image reconstruction and the potential for transfer learning Show publication in PURE
Thomas Andreas Grandits and Thomas Pock Optimizing Wavelet Bases for Sparser Representations Optimizing Wavelet Bases for Sparser Representations 249-262 Show publication in PURE

2017

Erich Kobler, Teresa Klatzer, Kerstin Hammernik and Thomas Pock Variational Networks: Connecting Variational Methods and Deep Learning Variational Networks: Connecting Variational Methods and Deep Learning 281-293 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
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
Kerstin Hammernik, Tobias Würfl, Thomas Pock and Andreas Maier A Deep Learning Architecture for Limited-Angle Computed Tomography Reconstruction A Deep Learning Architecture for Limited-Angle Computed Tomography Reconstruction Show publication in PURE
Kerstin Hammernik, Thomas Pock and Robert Nuster Variational Photoacoustic Image Reconstruction with Spatially Resolved Projection Data Variational Photoacoustic Image Reconstruction with Spatially Resolved Projection Data 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, Florian Knoll, Daniel K Sodickson and Thomas Pock On the Influence of Sampling Pattern Design on Deep Learning-Based MRI Reconstruction On the Influence of Sampling Pattern Design on Deep Learning-Based MRI Reconstruction 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 Reconstruction L2 or not L2: Impact of Loss Function Design for Deep Learning MRI Reconstruction 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 Reconstruction Accelerated Knee Imaging Using a Deep Learning Based Reconstruction Show publication in PURE
Yunjin Chen and Thomas Pock Trainable Nonlinear Reaction Diffusion Show publication in PURE
Christian Reinbacher, Gottfried Munda and Thomas Pock Real-time panoramic tracking for event cameras Real-time panoramic tracking for event cameras Show publication in PURE
Tuomo Valkonen and Thomas Pock Acceleration of the PDHGM on Partially Strongly Convex Functions Show publication in PURE
Stefan Heber, Wei Yu and Thomas Pock Neural EPI-Volume Networks for Shape from Light Field Neural EPI-Volume Networks for Shape from Light Field Show publication in PURE
Christoph Vogel and Thomas Pock A Primal Dual Network for Low-Level Vision Problems A Primal Dual Network for Low-Level Vision Problems 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
Christoph Vogel, Audrey Richard, Thomas Pock and Konrad Schindler Semantic 3D Reconstruction with Finite Element Bases Semantic 3D Reconstruction with Finite Element Bases Show publication in PURE
Teresa Klatzer, Daniel Soukup, Erich Kobler, Kerstin Hammernik and Thomas Pock Trainable Regularization for Multi-frame Superresolution Trainable Regularization for Multi-frame Superresolution 90-100 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
Gottfried Munda, Alexander Shekhovtsov, Patrick Knöbelreiter and Thomas Pock Scalable Full Flow with Learned Binary Descriptors Show publication in PURE

2016

Christian Reinbacher, Gottfried Graber and Thomas Pock Real-Time Intensity-Image Reconstruction for Event Cameras Using Manifold Regularisation 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
Stefan Heber, Wei Yu and Thomas Pock U-shaped Networks for Shape from Light Field U-shaped Networks for Shape from Light Field Show publication in PURE
Thomas Pock and Chambolle Antonin On the ergodic convergence rates of a first-order primaldual algorithm Show publication in PURE
Vladimir Kolmogorov, Thomas Pock and Michal Rolinek Total variation on a tree Show publication in PURE
Thomas Pock and Shoham Sabach Inertial proximal alternating linearized minimization (iPALM) for nonconvex and nonsmooth problems Show publication in PURE
Kerstin Hammernik, Florian Knoll, Daniel Sodickson and Thomas Pock Learning a Variational Model for Compressed Sensing MRI Reconstruction Learning a Variational Model for Compressed Sensing MRI Reconstruction 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
Teresa Klatzer, Kerstin Hammernik, Patrick Knöbelreiter and Thomas Pock Learning Joint Demosaicing and Denoising Based on Sequential Energy Minimization Learning Joint Demosaicing and Denoising Based on Sequential Energy Minimization 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 Labeling Large-Scale Semantic 3D Reconstruction: an Adaptive Multi-Resolution Model for Multi-Class Volumetric Labeling 3176-3184 Show publication in PURE
Stefan Heber and Thomas Pock Convolutional Networks for Shape from Light Field Convolutional Networks for Shape from Light Field Show publication in PURE

older

2015
Teresa Klatzer and Thomas Pock Continuous Hyper-parameter Learning for Support Vector Machines Continuous Hyper-parameter Learning for Support Vector Machines 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
Kerstin Hammernik, Thomas Ebner, Darko Stern, Martin Urschler and Thomas Pock Vertebrae Segmentation in 3D CT Images based on a Variational FrameworkVertebrae Segmentation in 3D CT Images based on a Variational Framework227-233 Show publication in PURE
Gottfried Graber, Thomas Pock, Stefano Soatto and Jonathan Balzer Efficient Minimal-Surface Regularization of Perspective Depth Maps in Variational Stereo Efficient Minimal-Surface Regularization of Perspective Depth Maps in Variational Stereo 511-520 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 restoration On learning optimized reaction diffusion processes for effective image restoration 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 CNNs Depth Restoration via Joint Training of a Global Regression Model and CNNs Show publication in PURE
Peter Ochs, Rene Ranftl, Thomas Brox and Thomas Pock Bilevel optimization with nonsmooth lower level problems Bilevel optimization with nonsmooth lower level problems Show publication in PURE
Wei Yu, Stefan Heber and Thomas Pock Learning Reaction-Diffusion Models for Image Inpainting Learning Reaction-Diffusion Models for Image Inpainting 356-367 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
2014
Peter Ochs, Thomas Brox and Thomas Pock iPiasco: Inertial Proximal Algorithm for strongly convex Optimization 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
Peter Ochs, Yunjin Chen, Thomas Brox and Thomas Pock iPiano: Inertial Proximal Algorithm for Non-Convex Optimization Show publication in PURE
Stefan Heber and Thomas Pock Shape from Light Field meets Robust PCA Shape from Light Field meets Robust PCA 751-767 Show publication in PURE
Martin Urschler, Gerd Leitinger and Thomas Pock Interactive 2D/3D Image Denoising and Segmentation Tool for Medical Applications Interactive 2D/3D Image Denoising and Segmentation Tool for Medical Applications 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 Framework Vertebrae Segmentation in 3D CT Images based on a Variational Framework 200-207 Show publication in PURE
Rene Ranftl and Thomas Pock A Deep Variational Model for Image Segmentation A Deep Variational Model for Image Segmentation Show publication in PURE
Stefan Heber and Thomas Pock Scene Flow Estimation from Light Fields via the Preconditioned Primal-Dual Algorithm Scene Flow Estimation from Light Fields via the Preconditioned Primal-Dual Algorithm 3-14 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
Rene Ranftl, Kristian Bredie and Thomas Pock Non-Local Total Generalized Variation for Optical Flow Estimation Non-Local Total Generalized Variation for Optical Flow Estimation Show publication in PURE
Wei Yu and Thomas Pock A Comparison of First-order Algorithms for Machine Learning A Comparison of First-order Algorithms for Machine Learning 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, Rene Ranftl and Thomas Pock A bi-level view of inpainting - based image compression A bi-level view of inpainting - based image compression Show publication in PURE
2013
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
Stefan Heber, Rene Ranftl and Thomas Pock Variational Shape from Light Field Variational Shape from Light Field 66-79 Show publication in PURE
Yunjin Chen, Thomas Pock, Rene Ranftl and Horst Bischof Revisiting loss-specific training of filter-based MRFs for image restoration Revisiting loss-specific training of filter-based MRFs for image restoration 271-281 Show publication in PURE
Rene Ranftl, Thomas Pock and Horst Bischof Minimizing TGV-Based Variational Models with Non-convex Data Terms Minimizing TGV-Based Variational Models with Non-convex Data Terms 282-293 Show publication in PURE
2012
Andreas Wendel, Michael Maurer, Gottfried Graber, Thomas Pock and Horst Bischof Dense Reconstruction On-the-Fly Dense Reconstruction On-the-Fly 1450-1457 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 modeling Joint motion estimation and segmentation of complex scenes with label costs and occlusion modeling 1878-1885 Show publication in PURE
Stefan Heber, Rene Ranftl and Thomas Pock Approximate Envelope Minimization for Curvature Regularity Approximate Envelope Minimization for Curvature Regularity 283-292 Show publication in PURE
Rene Ranftl, Stefan Gehring, Thomas Pock and Horst Bischof Pushing the Limits of Stereo Using Variational Stereo Estimation Pushing the Limits of Stereo Using Variational Stereo Estimation 401-407 Show publication in PURE
Axel Pinz, Thomas Pock, Horst Bischof and Franz Leberl Pattern Recognition978-3-642-32717-9 Show publication in PURE
Axel Pinz, Thomas Pock, Horst Bischof and Franz Leberl Joint 34th DAGM and 36th OAGM Symposium 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 Images Efficient and Globally Optimal Multi View Dense Matching for Aerial Images 227-232 Show publication in PURE
Thomas Pock On paramter learning in variational models On paramter learning in variational models Show publication in PURE
Stefan Heber, Rene Ranftl and Thomas Pock Approximate Envelope Minimization Approximate Envelope Minimization 1-8 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
2011
Manuel Werlberger, Thomas Pock, Markus Unger and Horst Bischof Optical Flow Guided TV-L1 Video Interpolation and Restoration Optical Flow Guided TV-L1 Video Interpolation and Restoration 273-286 Show publication in PURE
Thomas Pock and Antonin Chambolle Diagonal preconditioning for first order primal-dual algorithms in convex optimization Diagonal preconditioning for first order primal-dual algorithms in convex optimization Show publication in PURE
Markus Unger, Thomas Pock and Horst Bischof Global Relabeling for Continuous Optimization in Binary Image Segmentation Global Relabeling for Continuous Optimization in Binary Image Segmentation Show publication in PURE
Gottfried Graber, Thomas Pock and Horst Bischof Online 3D reconstruciton using Convex Optimization Online 3D reconstruciton using Convex Optimization 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, Markus Unger, Thomas Pock and Horst Bischof Efficient Minimization of the Non-Local Potts Model Efficient Minimization of the Non-Local Potts Model 314-325 Show publication in PURE
2010
Jakob Santner, Christian Leistner, Amir Saffari, Thomas Pock and Horst Bischof PROST: Parallel Robust Online Simple Tracking PROST: Parallel Robust Online Simple Tracking 723-730 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 prior Optical flow based deformable volume registration using a novel second-order regularization prior 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
Markus Unger, Thomas Pock, Manuel Werlberger and Horst Bischof A Convex Approach for Variational Super-Resolution A Convex Approach for Variational Super-Resolution 313-322 Show publication in PURE
Christian Reinbacher, Thomas Pock, Christian Bauer and Horst Bischof Variational Segmentation of Elongated Volumetric Structures Variational Segmentation of Elongated Volumetric Structures 3177-3184 Show publication in PURE
Florian Knoll, Kristian Bredies, Thomas Pock and Rudolf Stollberger Total Generalized Variation (TGV) for MRI Total Generalized Variation (TGV) for MRI 4855-4855 Show publication in PURE
Manuel Werlberger, Thomas Pock and Horst Bischof Motion Estimation with Non-Local Total Variation Regularization Motion Estimation with Non-Local Total Variation Regularization 2464-2471 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
Stefan Kluckner, Markus Unger, Thomas Pock and Horst Bischof Large-Scale Semantic Classification and Ortho-Image Fusion Large-Scale Semantic Classification and Ortho-Image Fusion 110-114 Show publication in PURE
Amir Saffari, Martin Godec, Thomas Pock, Christian Leistner and Horst Bischof Online Multi-Class LPBoost Online Multi-Class LPBoost 3570-3577 Show publication in PURE
Jakob Santner, Thomas Pock and Horst Bischof Interactive Multi-Label Segmentation Interactive Multi-Label Segmentation 392-405 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
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
Stefan Kluckner, Thomas Pock and Horst Bischof Exploiting Redundancy for Aerial Image Fusion using Convex Optimization Exploiting Redundancy for Aerial Image Fusion using Convex Optimization 303-312 Show publication in PURE