Thomas Pock

ORCID

Publication Activity (10 Years)

Years Active: 2004-2024
Publications (10 Years): 121

Top Venues

CoRR

GCPR

J. Math. Imaging Vis.

SIAM J. Imaging Sci.

Publications

Edi Muskardin, Martin Tappler, Ingo Pill, Bernhard K. Aichernig, Thomas Pock
On the Relationship Between RNN Hidden-State Vectors and Semantic Structures. ACL (Findings) (2024)
Robert Harb, Thomas Pock, Heimo Müller
Diffusion-based generation of Histopathological Whole Slide Images at a Gigapixel scale. WACV (2024)
Dominik Narnhofer, Andreas Habring, Martin Holler, Thomas Pock
Posterior-Variance-Based Error Quantification for Inverse Problems in Imaging. SIAM J. Imaging Sci. 17 (1) (2024)
Lea Bogensperger, Dominik Narnhofer, Alexander Falk, Konrad Schindler, Thomas Pock
FlowSDF: Flow Matching for Medical Image Segmentation Using Distance Transforms. CoRR (2024)
Filip Ilic, He Zhao, Thomas Pock, Richard P. Wildes
Selective, Interpretable, and Motion Consistent Privacy Attribute Obfuscation for Action Recognition. CoRR (2024)
Muhamed Kuric, Jan Ahmetspahic, Thomas Pock
Total Generalized Variation on a Tree. SIAM J. Imaging Sci. 17 (2) (2024)
Martin Zach, Erich Kobler, Antonin Chambolle, Thomas Pock
Product of Gaussian Mixture Diffusion Models. J. Math. Imaging Vis. 66 (4) (2024)
Stefan Herdy, Emilio Rodríguez-Caballero, Thomas Pock, Bettina Weber
Utilization of deep learning tools to map and monitor biological soil crusts. Ecol. Informatics 79 (2024)
Lea Bogensperger, Antonin Chambolle, Alexander Effland, Thomas Pock
Learned Discretization Schemes for the Second-Order Total Generalized Variation. CoRR (2023)
Martin Zach, Thomas Pock, Erich Kobler, Antonin Chambolle
Explicit Diffusion of Gaussian Mixture Model Based Image Priors. SSVM (2023)
Lea Bogensperger, Dominik Narnhofer, Filip Ilic, Thomas Pock
Score-Based Generative Models for Medical Image Segmentation using Signed Distance Functions. CoRR (2023)
Lea Bogensperger, Antonin Chambolle, Alexander Effland, Thomas Pock
Learned Discretization Schemes for the Second-Order Total Generalized Variation. SSVM (2023)
Tim Tsz-Kit Lau, Han Liu, Thomas Pock
Non-Log-Concave and Nonsmooth Sampling via Langevin Monte Carlo Algorithms. CoRR (2023)
Tatiana A. Bubba, Luca Calatroni, Ambra Catozzi, Serena Crisci, Thomas Pock, Monica Pragliola, Siiri Rautio, Danilo Riccio, Andrea Sebastiani
Bilevel learning of regularization models and their discretization for image deblurring and super-resolution. CoRR (2023)
Martin Zach, Thomas Pock, Erich Kobler, Antonin Chambolle
Explicit Diffusion of Gaussian Mixture Model Based Image Priors. CoRR (2023)
Robert Harb, Thomas Pock, Heimo Müller
Diffusion-based generation of Histopathological Whole Slide Images at a Gigapixel scale. CoRR (2023)
Lea Bogensperger, Dominik Narnhofer, Filip Ilic, Thomas Pock
Score-Based Generative Models for Medical Image Segmentation Using Signed Distance Functions. DAGM (2023)
Martin Zach, Florian Knoll, Thomas Pock
Stable Deep MRI Reconstruction Using Generative Priors. IEEE Trans. Medical Imaging 42 (12) (2023)
Erich Kobler, Thomas Pock
Learning Gradually Non-convex Image Priors Using Score Matching. CoRR (2023)
Edi Muskardin, Martin Tappler, Ingo Pill, Bernhard K. Aichernig, Thomas Pock
On the Relationship Between RNN Hidden State Vectors and Semantic Ground Truth. CoRR (2023)
Lydia Lindner, Alexander Effland, Filip Ilic, Thomas Pock, Erich Kobler
Lightweight Video Denoising using Aggregated Shifted Window Attention. WACV (2023)
Lea Bogensperger, Antonin Chambolle, Thomas Pock
Convergence of a Piggyback-Style Method for the Differentiation of Solutions of Standard Saddle-Point Problems. SIAM J. Math. Data Sci. 4 (3) (2022)
Martin Zach, Florian Knoll, Thomas Pock
Stable deep MRI reconstruction using Generative Priors. CoRR (2022)
Erich Kobler, Alexander Effland, Karl Kunisch, Thomas Pock
Total Deep Variation: A Stable Regularization Method for Inverse Problems. IEEE Trans. Pattern Anal. Mach. Intell. 44 (12) (2022)
Dominik Narnhofer, Andreas Habring, Martin Holler, Thomas Pock
Posterior-Variance-Based Error Quantification for Inverse Problems in Imaging. CoRR (2022)
Dominik Narnhofer, Alexander Effland, Erich Kobler, Kerstin Hammernik, Florian Knoll, Thomas Pock
Bayesian Uncertainty Estimation of Learned Variational MRI Reconstruction. IEEE Trans. Medical Imaging 41 (2) (2022)
Thomas Pinetz, Erich Kobler, Thomas Pock, Alexander Effland
Blind Single Image Super-Resolution via Iterated Shared Prior Learning. GCPR (2022)
Filip Ilic, Thomas Pock, Richard P. Wildes
Is Appearance Free Action Recognition Possible? CoRR (2022)
Filip Ilic, Thomas Pock, Richard P. Wildes
Is Appearance Free Action Recognition Possible? ECCV (4) (2022)
Martin Zach, Erich Kobler, Thomas Pock
Computed Tomography Reconstruction using Generative Energy-Based Priors. CoRR (2022)
Markus Hofinger, Erich Kobler, Alexander Effland, Thomas Pock
Learned Variational Video Color Propagation. ECCV (23) (2022)
Thomas Grandits, Alexander Effland, Thomas Pock, Rolf Krause, Gernot Plank, Simone Pezzuto
GEASI: Geodesic-based Earliest Activation Sites Identification in cardiac models. CoRR (2021)
Thomas Grandits, Simone Pezzuto, Francisco Sahli Costabal, Paris Perdikaris, Thomas Pock, Gernot Plank, Rolf Krause
Learning atrial fiber orientations and conductivity tensors from intracardiac maps using physics-informed neural networks. CoRR (2021)
Vladimir Kolmogorov, Thomas Pock
One-sided Frank-Wolfe algorithms for saddle problems. ICML (2021)
Antonin Chambolle, Thomas Pock
Learning Consistent Discretizations of the Total Variation. SIAM J. Imaging Sci. 14 (2) (2021)
Dominik Narnhofer, Alexander Effland, Erich Kobler, Kerstin Hammernik, Florian Knoll, Thomas Pock
Bayesian Uncertainty Estimation of Learned Variational MRI Reconstruction. CoRR (2021)
Patrick Knöbelreiter, Thomas Pock
Learned Collaborative Stereo Refinement. Int. J. Comput. Vis. 129 (9) (2021)
Thomas Pinetz, Erich Kobler, Thomas Pock, Alexander Effland
Shared Prior Learning of Energy-Based Models for Image Reconstruction. SIAM J. Imaging Sci. 14 (4) (2021)
Karli Gillette, Matthias A. F. Gsell, Anton J. Prassl, Elias Karabelas, Ursula Reiter, Gert Reiter, Thomas Grandits, Christian Payer, Darko Stern, Martin Urschler, Jason D. Bayer, Christoph M. Augustin, Aurel Neic, Thomas Pock, Edward J. Vigmond, Gernot Plank
A Framework for the generation of digital twins of cardiac electrophysiology from clinical 12-leads ECGs. Medical Image Anal. 71 (2021)
Thomas Grandits, Simone Pezzuto, Francisco Sahli Costabal, Paris Perdikaris, Thomas Pock, Gernot Plank, Rolf Krause
Learning Atrial Fiber Orientations and Conductivity Tensors from Intracardiac Maps Using Physics-Informed Neural Networks. FIMH (2021)
Alexander Effland, Erich Kobler, Thomas Pock, Marko Rajkovic, Martin Rumpf
Image Morphing in Deep Feature Spaces: Theory and Applications. J. Math. Imaging Vis. 63 (2) (2021)
Thomas Grandits, Simone Pezzuto, Jolijn M. Lubrecht, Thomas Pock, Gernot Plank, Rolf Krause
PIEMAP: Personalized Inverse Eikonal Model from Cardiac Electro-Anatomical Maps. M&Ms and EMIDEC/STACOM@MICCAI (2020)
Erich Kobler, Alexander Effland, Karl Kunisch, Thomas Pock
Total Deep Variation for Linear Inverse Problems. CVPR (2020)
Patrick Knöbelreiter, Christian Sormann, Alexander Shekhovtsov, Friedrich Fraundorfer, Thomas Pock
Belief Propagation Reloaded: Learning BP-Layers for Labeling Problems. CoRR (2020)
Patrick Knöbelreiter, Christian Sormann, Alexander Shekhovtsov, Friedrich Fraundorfer, Thomas Pock
Belief Propagation Reloaded: Learning BP-Layers for Labeling Problems. CVPR (2020)
Joan Bruna, Eldad Haber, Gitta Kutyniok, Thomas Pock, René Vidal
Special Issue on the Mathematical Foundations of Deep Learning in Imaging Science. J. Math. Imaging Vis. 62 (3) (2020)
Markus Hofinger, Samuel Rota Bulò, Lorenzo Porzi, Arno Knapitsch, Thomas Pock, Peter Kontschieder
Improving Optical Flow on a Pyramid Level. ECCV (28) (2020)
Katrin Lasinger, Christoph Vogel, Thomas Pock, Konrad Schindler
3D Fluid Flow Estimation with Integrated Particle Reconstruction. Int. J. Comput. Vis. 128 (4) (2020)
Erich Kobler, Alexander Effland, Karl Kunisch, Thomas Pock
Total Deep Variation for Linear Inverse Problems. CoRR (2020)
Christian Kopf, Thomas Pock, Bernhard Blaschitz, Svorad Stolc
Inline Double Layer Depth Estimation with Transparent Materials. GCPR (2020)
Mahesh Chandra Mukkamala, Peter Ochs, Thomas Pock, Shoham Sabach
Convex-Concave Backtracking for Inertial Bregman Proximal Gradient Algorithms in Nonconvex Optimization. SIAM J. Math. Data Sci. 2 (3) (2020)
Christian Sormann, Patrick Knöbelreiter, Andreas Kuhn, Mattia Rossi, Thomas Pock, Friedrich Fraundorfer
BP-MVSNet: Belief-Propagation-Layers for Multi-View-Stereo. CoRR (2020)
Thomas Grandits, Karli Gillette, Aurel Neic, Jason D. Bayer, Edward J. Vigmond, Thomas Pock, Gernot Plank
An inverse Eikonal method for identifying ventricular activation sequences from epicardial activation maps. J. Comput. Phys. 419 (2020)
Antonin Chambolle, Thomas Pock
Crouzeix-Raviart Approximation of the Total Variation on Simplicial Meshes. J. Math. Imaging Vis. 62 (6-7) (2020)
Christian Sormann, Patrick Knöbelreiter, Andreas Kuhn, Mattia Rossi, Thomas Pock, Friedrich Fraundorfer
BP-MVSNet: Belief-Propagation-Layers for Multi-View-Stereo. 3DV (2020)
Erich Kobler, Alexander Effland, Karl Kunisch, Thomas Pock
Total Deep Variation: A Stable Regularizer for Inverse Problems. CoRR (2020)
Alexander Effland, Erich Kobler, Karl Kunisch, Thomas Pock
Variational Networks: An Optimal Control Approach to Early Stopping Variational Methods for Image Restoration. J. Math. Imaging Vis. 62 (3) (2020)
Thomas Pinetz, Erich Kobler, Thomas Pock, Alexander Effland
Shared Prior Learning of Energy-Based Models for Image Reconstruction. CoRR (2020)
Florian Knoll, Kerstin Hammernik, Chi Zhang, Steen Moeller, Thomas Pock, Daniel K. Sodickson, Mehmet Akçakaya
Deep-Learning Methods for Parallel Magnetic Resonance Imaging Reconstruction: A Survey of the Current Approaches, Trends, and Issues. IEEE Signal Process. Mag. 37 (1) (2020)
Antonin Chambolle, Martin Holler, Thomas Pock
A Convex Variational Model for Learning Convolutional Image Atoms from Incomplete Data. J. Math. Imaging Vis. 62 (3) (2020)
Peter Ochs, Thomas Pock
Adaptive FISTA for Nonconvex Optimization. SIAM J. Optim. 29 (4) (2019)
Senanayak Sesh Kumar Karri, Francis R. Bach, Thomas Pock
Fast Decomposable Submodular Function Minimization using Constrained Total Variation. CoRR (2019)
Senanayak Sesh Kumar Karri, Francis R. Bach, Thomas Pock
Fast Decomposable Submodular Function Minimization using Constrained Total Variation. NeurIPS (2019)
Antonin Chambolle, Thomas Pock
Total roto-translational variation. Numerische Mathematik 142 (3) (2019)
Patrick Knöbelreiter, Christoph Vogel, Thomas Pock
Self-Supervised Learning for Stereo Reconstruction on Aerial Images. CoRR (2019)
Alexander Effland, Erich Kobler, Thomas Pock, Marko Rajkovic, Martin Rumpf
Image Morphing in Deep Feature Spaces: Theory and Applications. CoRR (2019)
Thomas Pinetz, Daniel Soukup, Thomas Pock
On the Estimation of the Wasserstein Distance in Generative Models. GCPR (2019)
Mahesh Chandra Mukkamala, Peter Ochs, Thomas Pock, Shoham Sabach
Convex-Concave Backtracking for Inertial Bregman Proximal Gradient Algorithms in Non-Convex Optimization. CoRR (2019)
Patricia M. Johnson, Matthew J. Muckley, Mary Bruno, Erich Kobler, Kerstin Hammernik, Thomas Pock, Florian Knoll
Joint Multi-anatomy Training of a Variational Network for Reconstruction of Accelerated Magnetic Resonance Image Acquisitions. MLMIR@MICCAI (2019)
Markus Hofinger, Samuel Rota Bulò, Lorenzo Porzi, Arno Knapitsch, Thomas Pock, Peter Kontschieder
The Five Elements of Flow. CoRR (2019)
Alexander Effland, Erich Kobler, Karl Kunisch, Thomas Pock
An Optimal Control Approach to Early Stopping Variational Methods for Image Restoration. CoRR (2019)
Florian Knoll, Kerstin Hammernik, Chi Zhang, Steen Moeller, Thomas Pock, Daniel K. Sodickson, Mehmet Akçakaya
Deep Learning Methods for Parallel Magnetic Resonance Image Reconstruction. CoRR (2019)
Thomas Pinetz, Daniel Soukup, Thomas Pock
On the estimation of the Wasserstein distance in generative models. CoRR (2019)
Patrick Knöbelreiter, Thomas Pock
Learned Collaborative Stereo Refinement. GCPR (2019)
Alexander Effland, Erich Kobler, Anne Brandenburg, Teresa Klatzer, Leonie Neuhäuser, Michael Hölzel, Jennifer Landsberg, Thomas Pock, Martin Rumpf
Joint reconstruction and classification of tumor cells and cell interactions in melanoma tissue sections with synthesized training data. Int. J. Comput. Assist. Radiol. Surg. 14 (4) (2019)
Patrick Knöbelreiter, Thomas Pock
Learned Collaborative Stereo Refinement. CoRR (2019)
Alexander Effland, Erich Kobler, Thomas Pock, Martin Rumpf
Time Discrete Geodesics in Deep Feature Spaces for Image Morphing. SSVM (2019)
Katrin Lasinger, Christoph Vogel, Thomas Pock, Konrad Schindler
3D Fluid Flow Estimation with Integrated Particle Reconstruction. CoRR (2018)
Katrin Lasinger, Christoph Vogel, Thomas Pock, Konrad Schindler
3D Fluid Flow Estimation with Integrated Particle Reconstruction. GCPR (2018)
Alexander Effland, Michael Hölzel, Teresa Klatzer, Erich Kobler, Jennifer Landsberg, Leonie Neuhäuser, Thomas Pock, Martin Rumpf
Variational Networks for Joint Image Reconstruction and Classification of Tumor Immune Cell Interactions in Melanoma Tissue Sections. Bildverarbeitung für die Medizin (2018)
Christoph Vogel, Patrick Knöbelreiter, Thomas Pock
Learning Energy Based Inpainting for Optical Flow. ACCV (6) (2018)
Patrick Knöbelreiter, Christoph Vogel, Thomas Pock
Self-Supervised Learning for Stereo Reconstruction on Aerial Images. IGARSS (2018)
Gottfried Munda, Christian Reinbacher, Thomas Pock
Real-Time Intensity-Image Reconstruction for Event Cameras Using Manifold Regularisation. Int. J. Comput. Vis. 126 (12) (2018)
Katrin Lasinger, Christoph Vogel, Thomas Pock, Konrad Schindler
Variational 3D-PIV with Sparse Descriptors. CoRR (2018)
Erich Kobler, Matthew J. Muckley, Baiyu Chen, Florian Knoll, Kerstin Hammernik, Thomas Pock, Daniel K. Sodickson, Ricardo Otazo
Variational Deep Learning for Low-Dose Computed Tomography. ICASSP (2018)
Doris Antensteiner, Svorad Stolc, Thomas Pock
A Review of Depth and Normal Fusion Algorithms. Sensors 18 (2) (2018)
Christoph Vogel, Patrick Knöbelreiter, Thomas Pock
Learning Energy Based Inpainting for Optical Flow. CoRR (2018)
Markus Hofinger, Thomas Pock, Thomas Moosbrugger
Robust Deformation Estimation in Wood-Composite Materials using Variational Optical Flow. CoRR (2018)
Yura Malitsky, Thomas Pock
A First-Order Primal-Dual Algorithm with Linesearch. SIAM J. Optim. 28 (1) (2018)
Doris Antensteiner, Svorad Stolc, Thomas Pock
Variational Fusion of Light Field and Photometric Stereo for Precise 3D Sensing within a Multi-Line Scan Framework. ICPR (2018)
Christoph Vogel, Thomas Pock
A Primal Dual Network for Low-Level Vision Problems. GCPR (2017)
Doris Antensteiner, Svorad Stolc, Kristián Valentín, Bernhard Blaschitz, Reinhold Huber-Mörk, Thomas Pock
High-Precision 3D Sensing with Hybrid Light Field & Photometric Stereo Approach in Multi-Line Scan Framework. IRIACV (2017)
Thomas Grandits, Thomas Pock
Optimizing Wavelet Bases for Sparser Representations. EMMCVPR (2017)
Kerstin Hammernik, Tobias Würfl, Thomas Pock, Andreas K. Maier
A Deep Learning Architecture for Limited-Angle Computed Tomography Reconstruction. Bildverarbeitung für die Medizin (2017)
Audrey Richard, Christoph Vogel, Maros Blaha, Thomas Pock, Konrad Schindler
Semantic 3D Reconstruction with Finite Element Bases. CoRR (2017)
Tuomo Valkonen, Thomas Pock
Acceleration of the PDHGM on Partially Strongly Convex Functions. J. Math. Imaging Vis. 59 (3) (2017)
Yunjin Chen, Thomas Pock
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration. IEEE Trans. Pattern Anal. Mach. Intell. 39 (6) (2017)
Patrick Knöbelreiter, Christian Reinbacher, Alexander Shekhovtsov, Thomas Pock
End-to-End Training of Hybrid CNN-CRF Models for Stereo. CVPR (2017)
Christian Reinbacher, Gottfried Munda, Thomas Pock
Real-Time Panoramic Tracking for Event Cameras. CoRR (2017)
Gottfried Munda, Alexander Shekhovtsov, Patrick Knöbelreiter, Thomas Pock
Scalable Full Flow with Learned Binary Descriptors. CoRR (2017)

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Publication Activity (10 Years)

Top Topics

Top Venues

Thomas Pock