Publications

2025

1. DEALing with Image Reconstruction: Deep Attentive Least Squares

   Mehrsa Pourya, Erich Kobler, Michael Unser, and 1 more author

   2025

   Bib PDF

   @misc{pourya2025dealingw,
     author = {Pourya, Mehrsa and Kobler, Erich and Unser, Michael and Neumayer, Sebastian},
     title = {DEALing with Image Reconstruction: Deep Attentive Least Squares},
     year = {2025},
   }

2. Deep learning for realistic synthesis of 3D contrast-enhanced MRI from non-contrast MRI volumes

   Bastian Brandstötter

   2025

   Bib

   @misc{brandsttter2025deeplear,
     author = {Brandstötter, Bastian},
     title = {Deep learning for realistic synthesis of 3D contrast-enhanced MRI from non-contrast MRI volumes},
     year = {2025}
   }

2024

1. Periprosthetic Radiolucency in Total Wrist Arthroplasty: A Radiographic Study

   Holzbauer Matthias, W Raher, Erich Kobler, and 1 more author

   Journal of Hand Surgery-European Volume, 2024

   Bib PDF

   @article{matthias2024peripros,
     author = {Matthias, Holzbauer and Raher, W and Kobler, Erich and Froschauer, Stefan},
     title = {Periprosthetic Radiolucency in Total Wrist Arthroplasty: A Radiographic Study},
     year = {2024},
     volume = {49},
     pages = {1078-1084},
     number = {9},
     journal = {Journal of Hand Surgery-European Volume}
   }

2023

1. Constrained and unconstrained deep image prior optimization models with automatic regularization

   Pasquale Cascarano, Giorgia Franchini, Erich Kobler, and 2 more authors

   Computational Optimization and Applications, 2023

   Bib PDF

   @article{cascarano2023constrai,
     author = {Cascarano, Pasquale and Franchini, Giorgia and Kobler, Erich and Porta, Federica and Sebastiani, Andrea},
     title = {Constrained and unconstrained deep image prior optimization models with automatic regularization},
     year = {2023},
     volume = {84},
     pages = {125-149},
     number = {1},
     journal = {Computational Optimization and Applications}
   }

2022

1. Total Deep Variation: A Stable Regularization Method for Inverse Problems

   Erich Kobler, Alexander Effland, Karl Kunisch, and 1 more author

   IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022

   Bib PDF

   @article{kobler2022totaldee,
     author = {Kobler, Erich and Effland, Alexander and Kunisch, Karl and Pock, Thomas},
     title = {Total Deep Variation: A Stable Regularization Method for Inverse Problems},
     year = {2022},
     volume = {44},
     pages = {9163-9180},
     number = {12},
     journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence}
   }

2. Bayesian Uncertainty Estimation of Learned Variational MRI Reconstruction

   Dominik Narnhofer, Alexander Effland, Erich Kobler, and 3 more authors

   IEEE Transactions on Medical Imaging, 2022

   Bib PDF

   @article{narnhofer2022bayesian,
     author = {Narnhofer, Dominik and Effland, Alexander and Kobler, Erich and Hammernik, Kerstin and Knoll, Florian and Pock, Thomas},
     title = {Bayesian Uncertainty Estimation of Learned Variational MRI Reconstruction},
     year = {2022},
     volume = {41},
     pages = {279-291},
     number = {2},
     journal = {IEEE Transactions on Medical Imaging}
   }

3. Computed Tomography Reconstruction using Generative Energy-Based Priors

   Martin Zach, Erich Kobler, and Thomas Pock

   2022

   Bib PDF

   @misc{zach2022computed,
     author = {Zach, Martin and Kobler, Erich and Pock, Thomas},
     title = {Computed Tomography Reconstruction using Generative Energy-Based Priors},
     year = {2022},
   }

4. A joint alignment and reconstruction algorithm for electron tomography to visualize in-depth cell-to-cell interactions

   Lea Bogensperger, Erich Kobler, Dominique Pernitsch, and 4 more authors

   Histochemistry and Cell Biology, 2022

   Bib PDF

   @article{bogensperger2022ajointal,
     author = {Bogensperger, Lea and Kobler, Erich and Pernitsch, Dominique and Kotzbeck, Petra and Pieber, Thomas R. and Pock, Thomas and Kolb, Dagmar},
     title = {A joint alignment and reconstruction algorithm for electron tomography to visualize in-depth cell-to-cell interactions},
     year = {2022},
     volume = {157},
     pages = {685-696},
     number = {6},
     journal = {Histochemistry and Cell Biology}
   }

5. Learned Variational Video Color Propagation

   Markus Hofinger, Erich Kobler, Alexander Effland, and 1 more author

   In Computer Vision – ECCV 2022 - 17th European Conference, 2022, Proceedings, 2022

   Bib PDF

   @inproceedings{hofinger2022learnedv,
     author = {Hofinger, Markus and Kobler, Erich and Effland, Alexander and Pock, Thomas},
     title = {Learned Variational Video Color Propagation},
     year = {2022},
     booktitle = {Computer Vision – ECCV 2022 - 17th European Conference, 2022, Proceedings}
   }

6. Blind Single Image Super-Resolution via Iterated Shared Prior Learning

   Thomas Pinetz, Erich Kobler, Thomas Pock, and 1 more author

   In Pattern Recognition - 44th DAGM German Conference, DAGM GCPR 2022, Proceedings, 2022

   Bib PDF

   @inproceedings{pinetz2022blindsin,
     author = {Pinetz, Thomas and Kobler, Erich and Pock, Thomas and Effland, Alexander},
     title = {Blind Single Image Super-Resolution via Iterated Shared Prior Learning},
     year = {2022},
     booktitle = {Pattern Recognition - 44th DAGM German Conference, DAGM GCPR 2022, Proceedings}
   }