Publications (31)
Insights into analysis operator learning: From patch-based sparse models to higher-order MRFs
Yunjin Chen, René Ranftl, Thomas Pock
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration
Yunjin Chen, Thomas Pock
Learning $\ell_1$-based analysis and synthesis sparsity priors using bi-level optimization
Yunjin Chen, Thomas Pock, Horst Bischof
Inertial Proximal Alternating Linearized Minimization (iPALM) for Nonconvex and Nonsmooth Problems
Thomas Pock, Shoham Sabach
Solving Dense Image Matching in Real-Time using Discrete-Continuous Optimization
Alexander Shekhovtsov, Christian Reinbacher, Gottfried Graber +1
A Convex Approach for Image Hallucination
Peter Innerhofer, Thomas Pock
On learning optimized reaction diffusion processes for effective image restoration
Yunjin Chen, Wei Yu, Thomas Pock
Learning a Variational Network for Reconstruction of Accelerated MRI Data
Kerstin Hammernik, Teresa Klatzer, Erich Kobler +4
Variational 3D-PIV with Sparse Descriptors
Katrin Lasinger, Christoph Vogel, Thomas Pock +1
iPiano: Inertial Proximal Algorithm for Non-Convex Optimization
Peter Ochs, Yunjin Chen, Thomas Brox +1
Adaptive FISTA for Non-convex Optimization
Peter Ochs, Thomas Pock
Self-Supervised Learning for Stereo Reconstruction on Aerial Images
Patrick Knöbelreiter, Christoph Vogel, Thomas Pock
An Optimal Control Approach to Early Stopping Variational Methods for Image Restoration
Alexander Effland, Erich Kobler, Karl Kunisch +1
Learning Energy Based Inpainting for Optical Flow
Christoph Vogel, Patrick Knöbelreiter, Thomas Pock
Real-time flare detection in ground-based H$α$ imaging at Kanzelhöhe Observatory
Werner Pötzi, Astrid M. Veronig, Gernot Riegler +5
Robust Deformation Estimation in Wood-Composite Materials using Variational Optical Flow
Markus Hofinger, Thomas Pock, Thomas Moosbrugger
A bi-level view of inpainting - based image compression
Yunjin Chen, René Ranftl, Thomas Pock
Deep Learning Methods for Parallel Magnetic Resonance Image Reconstruction
Florian Knoll, Kerstin Hammernik, Chi Zhang +4
Scalable Full Flow with Learned Binary Descriptors
Gottfried Munda, Alexander Shekhovtsov, Patrick Knöbelreiter +1
Real-Time Panoramic Tracking for Event Cameras
Christian Reinbacher, Gottfried Munda, Thomas Pock
Filament and Flare Detection in Hα image sequences
Gernot Riegler, Thomas Pock, Werner Pötzi +1
Total variation on a tree
Vladimir Kolmogorov, Thomas Pock, Michal Rolinek
Techniques for Gradient Based Bilevel Optimization with Nonsmooth Lower Level Problems
Peter Ochs, René Ranftl, Thomas Brox +1
A higher-order MRF based variational model for multiplicative noise reduction
Yunjin Chen, Wensen Feng, René Ranftl +2
Revisiting loss-specific training of filter-based MRFs for image restoration
Yunjin Chen, Thomas Pock, René Ranftl +1
Fast Decomposable Submodular Function Minimization using Constrained Total Variation
K S Sesh Kumar, Francis Bach, Thomas Pock
Semantic 3D Reconstruction with Finite Element Bases
Audrey Richard, Christoph Vogel, Maros Blaha +2
Learned Collaborative Stereo Refinement
Patrick Knöbelreiter, Thomas Pock
An inertial forward-backward algorithm for monotone inclusions
Dirk A. Lorenz, Thomas Pock
End-to-End Training of Hybrid CNN-CRF Models for Stereo
Patrick Knöbelreiter, Christian Reinbacher, Alexander Shekhovtsov +1
Real-Time Intensity-Image Reconstruction for Event Cameras Using Manifold Regularisation
Christian Reinbacher, Gottfried Graber, Thomas Pock