Thomas Pock
Short CV
Thomas Pock 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 of 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). In 2014, he received a starting grant from the European Research Council (ERC). Since 2014 Thomas Pock is a Professor of Computer Science at Graz University of Technology, where he is leading the vision, learning and optimization (VLO) group. In 2019, he became a member (reporter) of the board of the Austrian Science Fund (FWF) for the section computer science. The focus of his research is image processing, computer vision, inverse problems, convex and non-smooth optimization, and machine learning.
Publications
Utilization of deep learning tools to map and monitor biological soil crusts
Show publication in PURE
Product of Gaussian Mixture Diffusion Models
Show publication in PURE
Diffusion-based generation of Histopathological Whole Slide Images at a Gigapixel scale
Proceedings - 2024 IEEE Winter Conference on Applications of Computer Vision, WACV 2024
5119-5128
Show publication in PURE
Posterior-Variance--Based Error Quantification for Inverse Problems in Imaging
Show publication in PURE
Total Generalized Variation on a Tree
Show publication in PURE
On the Relationship Between RNN Hidden-State Vectors and Semantic Structures
62nd Annual Meeting of the Association for Computational Linguistics, ACL 2024 - Proceedings of the Conference
5641-5658
Show publication in PURE
Deep Learning Reconstruction Enables Prospectively Accelerated Clinical Knee MRI
Show publication in PURE
Quantum transport in open spin chains using neural-network quantum states
Show publication in PURE
Stable Deep MRI Reconstruction Using Generative Priors
Show publication in PURE
Lightweight Video Denoising using Aggregated Shifted Window Attention
Proceedings - 2023 IEEE Winter Conference on Applications of Computer Vision, WACV 2023
351-360
Show publication in PURE
Explicit Diffusion of Gaussian Mixture Model Based Image Priors
Scale Space and Variational Methods in Computer Vision - 9th International Conference, SSVM 2023, Proceedings
3-15
Show publication in PURE
Learned Discretization Schemes for the Second-Order Total Generalized Variation
Scale Space and Variational Methods in Computer Vision - 9th International Conference, SSVM 2023, Proceedings
484-497
Show publication in PURE
Score-Based Generative Models for Medical Image Segmentation using Signed Distance Functions
DAGM German Conference on Pattern Recognition, Heidelberg
Show publication in PURE
Learned Variational Video Color Propagation
Computer Vision – ECCV 2022
512-530
Show publication in PURE
Bayesian Uncertainty Estimation of Learned Variational MRI Reconstruction
Show publication in PURE
Total Deep Variation
Show publication in PURE
On the Influence of Beta Cell Granule Counting for Classification in Type 1 Diabetes
Computer Vision and Pattern Analysis Across Domains
45-50
Show publication in PURE
A study on robust feature representations for grain density estimates in austenitic steel
Computer Vision and Pattern Analysis Across Domains
38-44
Show publication in PURE
A joint alignment and reconstruction algorithm for electron tomography to visualize in-depth cell-to-cell interactions
Show publication in PURE
Convergence of a Piggyback-Style Method for the Differentiation of Solutions of Standard Saddle-Point Problems
Show publication in PURE
An ultrastructural 3D reconstruction method for observing the arrangement of collagen fibrils and proteoglycans in the human aortic wall under mechanical load
Show publication in PURE
Is Appearance Free Action Recognition Possible?
Computer Vision – ECCV 2022
156-173
Show publication in PURE
Blind Single Image Super-Resolution via Iterated Shared Prior Learning
Pattern Recognition - 44th DAGM German Conference, DAGM GCPR 2022, Proceedings
151-165
Show publication in PURE
Image Morphing in Deep Feature Spaces: Theory and Applications
Show publication in PURE
Approximating the Total Variation with Finite Differences or Finite ElementsHandbook of Numerical Analysis383-417
Show publication in PURE
Inline Double Layer Depth Estimation with Transparent Materials
Pattern Recognition - 42nd DAGM German Conference, DAGM GCPR 2020, Proceedings
418-431
Show publication in PURE
GEASI
Show publication in PURE
Learned Collaborative Stereo Refinement
Show publication in PURE
Learning Atrial Fiber Orientations and Conductivity Tensors from Intracardiac Maps Using Physics-Informed Neural Networks
Functional Imaging and Modeling of the Heart - 11th International Conference, FIMH 2021, Proceedings
650-658
Show publication in PURE
A Framework for the generation of digital twins of cardiac electrophysiology from clinical 12-leads ECGs
Show publication in PURE
Automatic reconstruction of the left atrium activation from sparse intracardiac contact recordings by inverse estimate of fibre structure and anisotropic conduction in a patient-specific model
Show publication in PURE
Computed Tomography Reconstruction Using Generative Energy-Based Priors
Proceedings of the OAGM Workshop 2021
52-58
Show publication in PURE
Variational Networks: An Optimal Control Approach to Early Stopping Variational Methods for Image Restoration
Show publication in PURE
Improving Optical Flow on a Pyramid Level
Computer Vision – ECCV 2020 - 16th European Conference, 2020, Proceedings
770-786
Show publication in PURE
Total Deep Variation for Linear Inverse Problems
Show publication in PURE
Learning Consistent Discretizations of the Total Variation
Show publication in PURE
A convex variational model for learning convolutional image atoms from incomplete data
Show publication in PURE
Convex-Concave backtracking for inertial Bregman proximal gradient algorithms in nonconvex optimization
Show publication in PURE
Total Deep Variation for SparseCT Reconstruction
Show publication in PURE
BP-MVSNet: Belief-Propagation-Layers for Multi-View-Stereo
Proceedings - 2020 International Conference on 3D Vision, 3DV 2020
394-403
Show publication in PURE
Belief Propagation Reloaded: Learning BP-Layers for Labeling Problems
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2020
7897-7906
Show publication in PURE
An inverse Eikonal method for identifying ventricular activation sequences from epicardial activation maps
Show publication in PURE
Deep-Learning Methods for Parallel Magnetic Resonance Imaging Reconstruction
Show publication in PURE
Shared Prior Learning of Energy-Based Models for Image Reconstruction
Show publication in PURE
Total Deep Variation: A Stable Regularizer for Inverse Problems
Show publication in PURE
PIEMAP: Personalized Inverse Eikonal Model from cardiac Electro-Anatomical Maps
Show publication in PURE
Joint Reconstruction and Classification of Tumor Cells and Cell Interactions in Melanoma Tissue Sections with Synthesized Training Data
Show publication in PURE
Time Discrete Geodesics in Deep Feature Spaces for Image Morphing
Scale Space and Variational Methods in Computer Vision
171-182
Show publication in PURE
Inverse GANs for accelerated MRI reconstruction
Wavelets and Sparsity XVIII
Show publication in PURE
Learned Collaborative Stereo Refinement
German Conference on Pattern Recognition
3-17
Show publication in PURE
On the estimation of the Wasserstein distance in generative models
German Conference on Pattern Recognition
156-170
Show publication in PURE
Determination of the moisture change behavior of cross-laminated timber using an optical flow based computer vision technique
Show publication in PURE
Joint Multi-anatomy Training of a Variational Network for Reconstruction of Accelerated Magnetic Resonance Image Acquisitions
Machine Learning for Medical Image Reconstruction
71-79
Show publication in PURE
Total roto-translational variation
Show publication in PURE
Combining Variational Optimization and Deep Learning for efficient ASL image quality enhancement
Magnetic Resonance Materials in Physics, Biology and Medicine
Show publication in PURE
Adaptive FISTA for nonconvex optimization
Show publication in PURE
3D Fluid Flow Estimation with Integrated Particle Reconstruction
Pattern Recognition - 40th German Conference, GCPR 2018, Proceedings
315-332
Show publication in PURE
Deep Learning Methods for Parallel Magnetic Resonance Image Reconstruction
Show publication in PURE
Convex-Concave Backtracking for Inertial Bregman Proximal Gradient Algorithms in Non-Convex Optimization
Show publication in PURE
Fast Decomposable Submodular Function Minimization using Constrained Total Variation
Show publication in PURE
Image Morphing in Deep Feature Spaces: Theory and Applications
Show publication in PURE
Learning a Variational Network for Reconstruction of Accelerated MRI Data
Show publication in PURE
Optimizing Wavelet Bases for Sparser Representations
Energy Minimization Methods in Computer Vision and Pattern Recognition
249-262
Show publication in PURE
Robust Deformation Estimation in Wood-Composite Materials using Variational Optical Flow
Show publication in PURE
Variational 3D-PIV with sparse descriptors
Show publication in PURE
Assessment of the generalization of learned image reconstruction and the potential for transfer learning
Show publication in PURE
Learning Energy Based Inpainting for Optical Flow
Show publication in PURE
Self-Supervised Learning for Stereo Reconstruction on Aerial Images
Show publication in PURE
A First-Order Primal-Dual Algorithm with Linesearch
Show publication in PURE
A Review of Depth and Normal Fusion Algorithms
Show publication in PURE
Variational Networks for Joint Image Reconstruction and Classification of Tumor Immune Cell Interactions in Melanoma Tissue Sections
Bildverarbeitung für die Medizin 2018
Show publication in PURE
Variational Fusion of Light Field and Photometric Stereo for Precise 3D Sensing within a Multi-Line Scan Framework
Proceedings of the International Conference on Pattern Recognition (ICPR)
Show publication in PURE
Real-Time Intensity-Image Reconstruction for Event Cameras Using Manifold Regularisation
Show publication in PURE
Assessment of the generalization of learned image reconstruction and the potential for transfer learning
Show publication in PURE
Variational Adversarial Networks for Accelerated MR Image Reconstruction
Show publication in PURE
Analysis of the influence of deviations between training and test data in learned image reconstruction
Show publication in PURE
Variational Deep Learning for Low-Dose Computed Tomography
2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings
6687-6691
Show publication in PURE
Improved Accelerated Model-based Parameter Quantification with Total-Generalized- Variation Regularization.
Show publication in PURE
End-to-End Training of Hybrid CNN-CRF Models for Semantic Segmentation using Structured Learning
Show publication in PURE
A Deep Learning Architecture for Limited-Angle Computed Tomography Reconstruction
Bildverarbeitung für die Medizin 2017
92-97
Show publication in PURE
Variational Photoacoustic Image Reconstruction with Spatially Resolved Projection Data
Proceedings Volume 10064, Photons Plus Ultrasound
Show publication in PURE
On the Influence of Sampling Pattern Design on Deep Learning-Based MRI Reconstruction
Proceedings of the International Society of Magnetic Resonance in Medicine (ISMRM)
Show publication in PURE
L2 or not L2: Impact of Loss Function Design for Deep Learning MRI Reconstruction
Proceedings of the International Society of Magnetic Resonance in Medicine (ISMRM)
Show publication in PURE
Accelerated Knee Imaging Using a Deep Learning Based Reconstruction
Proceedings of the International Society of Magnetic Resonance in Medicine (ISMRM)
Show publication in PURE
A Primal Dual Network for Low-Level Vision Problems
German Conference on Pattern Recognition, 2017
Show publication in PURE
Semantic 3D Reconstruction with Finite Element Bases
28th British Machine Vision Conference
Show publication in PURE
Trainable Regularization for Multi-frame Superresolution
Pattern Recognition
90-100
Show publication in PURE
Automated segmentation and morphometry of muscle fibers from haematoxylin-eosin-stained histological sections
Show publication in PURE
Scalable Full Flow with Learned Binary Descriptors
Show publication in PURE
Variational Networks: Connecting Variational Methods and Deep Learning
Pattern Recognition
281-293
Show publication in PURE
Trainable Nonlinear Reaction Diffusion
Show publication in PURE
Real-time panoramic tracking for event cameras
2017 IEEE International Conference on Computational Photography, ICCP 2017 - Proceedings
Show publication in PURE
Acceleration of the PDHGM on Partially Strongly Convex Functions
Show publication in PURE
Neural EPI-Volume Networks for Shape from Light Field
IEEE International Conference on Computer Vision (ICCV)
Show publication in PURE
Eye Movements during silent and oral reading in a regular orthography
Show publication in PURE
A Novel Way to Measure and Predict Development
Show publication in PURE
On the ergodic convergence rates of a first-order primaldual algorithm
Show publication in PURE
Learning a Variational Model for Compressed Sensing MRI Reconstruction
Proceedings of the International Society of Magnetic Resonance in Medicine (ISMRM)
Show publication in PURE
Solving Dense Image Matching in Real-Time using Discrete-Continuous Optimization
Show publication in PURE
Learning Joint Demosaicing and Denoising Based on Sequential Energy Minimization
IEEE International Conference on Computational Photography (ICCP)
Show publication in PURE
Large-Scale Semantic 3D Reconstruction: an Adaptive Multi-Resolution Model for Multi-Class Volumetric Labeling
Computer Vision and Pattern Recognition
3176-3184
Show publication in PURE
Convolutional Networks for Shape from Light Field
IEEE Conference on Computer Vision and Pattern Recognition (2016)
Show publication in PURE
Real-Time Intensity-Image Reconstruction for Event Cameras Using Manifold Regularisation
Show publication in PURE
U-shaped Networks for Shape from Light Field
British Machine Vision Conference, BMVC 2016
Show publication in PURE
Total variation on a tree
Show publication in PURE
Inertial proximal alternating linearized minimization (iPALM) for nonconvex and nonsmooth problems
Show publication in PURE
End-to-End Training of Hybrid CNN-CRF Models for Stereo
Show publication in PURE
A convex, lower semi-continuous approximation of euler’s elastica energy
Show publication in PURE
Real-time flare detection in ground-based Ha imaging at Kanzelhöhe Observatory
Show publication in PURE
Real-time flare detection in ground-based hα imaging at kanzelhhe observatory
Show publication in PURE
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
Learning Reaction-Diffusion Models for Image Inpainting
Pattern Recognition
356-367
Show publication in PURE
On learning optimized reaction diffusion processes for effective image restoration
International Conference on Computer Vision
Show publication in PURE
Depth Restoration via Joint Training of a Global Regression Model and CNNs
British Machine Vision Conference
Show publication in PURE
Bilevel optimization with nonsmooth lower level problems
Proceedings of SSVM 2015
Show publication in PURE
Efficient Minimal-Surface Regularization of Perspective Depth Maps in Variational Stereo
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
511-520
Show publication in PURE
Continuous Hyper-parameter Learning for Support Vector Machines
Computer Vision Winter Workshop
Show publication in PURE
A higher-order MRF based variational model for multiplicative noise reduction
Show publication in PURE
An iteratively reweighted Algorithm for Non-smooth Non-convex Optimization in Computer Vision
Show publication in PURE
Insights into analysis operator learning: From patch-based sparse models to higher-order MRFs
Show publication in PURE
iPiasco: Inertial Proximal Algorithm for strongly convex Optimization
Show publication in PURE
iPiano: Inertial Proximal Algorithm for Non-Convex Optimization
Show publication in PURE
Scene Flow Estimation from Light Fields via the Preconditioned Primal-Dual Algorithm
Pattern Recognition: 36th German Conference, GCPR 2014, M{\"u}nster, Germany, September 2-5, 2014, Proceedings
3-14
Show publication in PURE
Non-Local Total Generalized Variation for Optical Flow Estimation
European Conference on Computer Vision
Show publication in PURE
A Deep Variational Model for Image Segmentation
DAGM Symposium Mustererkennung
Show publication in PURE
Shape from Light Field meets Robust PCA
Computer Vision -- ECCV 2014: 13th European Conference, Zurich, Switzerland, September 6-12, 2014, Proceedings, Part VI
751-767
Show publication in PURE
Interactive 2D/3D Image Denoising and Segmentation Tool for Medical Applications
Proceedings MICCAI Workshop Interactive Medical Image Computation (IMIC)
Show publication in PURE
A bi-level view of inpainting - based image compression
Computer Vision Winter Workshop
Show publication in PURE
Vertebrae Segmentation in 3D CT Images based on a Variational Framework
Proceedings 2nd MICCAI Workshop & Challenge Computational Methods and Clinical Applications in Spine Imaging (CSI)
200-207
Show publication in PURE
Minimizing TGV-Based Variational Models with Non-convex Data Terms
4th International Conference, SSVM 2013, Schloss Seggau, Leibnitz, Austria, June 2-6, 2013.
282-293
Show publication in PURE
Revisiting loss-specific training of filter-based MRFs for image restoration
35th German Conference, GCPR 2013, Proceedings
271-281
Show publication in PURE
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
Variational Shape from Light Field
Energy Minimization Methods in Computer Vision and Pattern Recognition
66-79
Show publication in PURE
Learning l1-based analysis and synthesis sparsity priors using bi-level optimization
Show publication in PURE
On paramter learning in variational models
International Symposium on Mathematical Programming
Show publication in PURE
Joint motion estimation and segmentation of complex scenes with label costs and occlusion modeling
Conference on Computer Vision and Pattern Recognition
1878-1885
Show publication in PURE
Approximate Envelope Minimization for Curvature Regularity
Computer Vision -- ECCV 2012. Workshops and Demonstrations
283-292
Show publication in PURE
Pushing the Limits of Stereo Using Variational Stereo Estimation
Proceedings of IV 2012
401-407
Show publication in PURE
Efficient and Globally Optimal Multi View Dense Matching for Aerial Images
Congress / International Society for Photogrammetry and Remote Sensing
227-232
Show publication in PURE
Dense Reconstruction On-the-Fly
Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
1450-1457
Show publication in PURE
Joint 34th DAGM and 36th OAGM Symposium
Show publication in PURE
Second Order Total Generalized Variation (TGV) for MRI
Show publication in PURE
Online 3D reconstruciton using Convex Optimization
Proceedings of ICCV 2011
Show publication in PURE
Optical Flow Guided TV-L1 Video Interpolation and Restoration
Proceedings of EMMCVPR 2011
273-286
Show publication in PURE
Global Relabeling for Continuous Optimization in Binary Image Segmentation
Proceedings of EMMCVPR 2011
Show publication in PURE
Efficient Minimization of the Non-Local Potts Model
Proceedings of SSVM 2011
314-325
Show publication in PURE
Diagonal preconditioning for first order primal-dual algorithms in convex optimization
Proceedings of ICCV 2011
Show publication in PURE
Aerial Computer Vision for a 3D Virtual Habitat
Show publication in PURE
Second Order Total Generalized Variation (TGV) for MRI
Show publication in PURE
Point Clouds: Lidar versus 3D Vision
Show publication in PURE
Fast reduction of undersampling artifacts in radial MR angiography with 3D total variation on graphics hardware
Show publication in PURE
Motion Estimation with Non-Local Total Variation Regularization
Proceedings of Conference on Computer Vision and Pattern Recognition (CVPR) 2010
2464-2471
Show publication in PURE
Exploiting Redundancy for Aerial Image Fusion using Convex Optimization
Proceedings for DAGM 2010
303-312
Show publication in PURE
Interactive Multi-Label Segmentation
Asian Conference on Computer Vision
392-405
Show publication in PURE
Optical flow based deformable volume registration using a novel second-order regularization prior
Proc. SPIE 7623, Medical Imaging 2010: Image Processing
Show publication in PURE
A Convex Approach for Variational Super-Resolution
Proceedings of DAGM 2010
313-322
Show publication in PURE
Variational Segmentation of Elongated Volumetric Structures
IEEE Proceedings of Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2010)
3177-3184
Show publication in PURE
Total Generalized Variation (TGV) for MRI
2010 Proc. Intl. Soc. Mag. Reson. Med.
4855-4855
Show publication in PURE
Large-Scale Semantic Classification and Ortho-Image Fusion
Proceedings of BMVA Meeting Aerial Image Recognition and Classification 2010
110-114
Show publication in PURE
PROST: Parallel Robust Online Simple Tracking
Proceedings of Conference on Computer Vision and Pattern Recognition (CVPR) 2010
723-730
Show publication in PURE
Contact
| Thomas Pock | ||
| Inffeldgasse 16/II 8010 Graz, Austria | ||
| mail: pock@icg.tugraz.at phone: +43 316 873-5056 |