Artificial Intelligence and Medical Imaging

@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}
}

@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}
}

@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}
}

@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}
}

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

@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}
}

@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}
}

@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},
}

@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}
}

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