Publications by Thomas Pinetz
2026
- Pinetz T., Hucke V., Bogunović H.
Exploiting Intermediate Reconstructions in Optical Coherence Tomography for Test-Time Adaptation of Medical Image Segmentation.
In Huo Y., Gao M., Kuo C.-F., Jin Y., Deng R. (Eds.) Proceedings of the 9th International Conference on Medical Imaging with Deep Learning, MIDL 2026, Chientan, Taipei, Taiwan, 8–10 July 2026, Proceedings of Machine Learning Research 315, 1081–1094, (2026) [bib]
@INPROCEEDINGS{pinetz2026eiro10811094, author = {Pinetz, T.~ and Hucke, V.~ and Bogunović, H.~}, title = {Exploiting Intermediate Reconstructions in Optical Coherence Tomography for Test-Time Adaptation of Medical Image Segmentation.}, booktitle = {Proceedings of the 9th International Conference on Medical Imaging with Deep Learning, MIDL 2026, Chientan, Taipei, Taiwan, 8–10 July 2026}, year = {2026}, editor = {Huo,Y.;Gao,M.;Kuo,C.-F.;Jin,Y.;Deng,R.}, number = {315}, series = {Proceedings of Machine Learning Research}, pages = {1081--1094}, url = {https://raw.githubusercontent.com/mlresearch/v315/main/assets/pinetz26a/pinetz26a.pdf} } - Enzendorfer M.L., Reiter G.S., Bogunović H., Riedl S., Mai J., Schrittwieser J., Stapf C., Mares V., Mihelčič M., Little J.-A., Jaki-Mekjavić P., Barthelmes D., Hatz K., Zarranz-Ventura J., Creuzot-Garcher C., Hogg R., Sadeghipour A., Schmidt-Erfurth U., on Behalf of the I-SCREEN Consortium: Pinetz T., Lachinov D., Emre T.
I-SCREEN: Development of an AI-Based Infrastructure for Community-Wide Screening and Prediction of Progression in Age-Related Macular Degeneration Providing Accessible Shared Care.
Eye (London, England), (2026) [bib]
@ARTICLE{enzendorfer2026idai, author = {Enzendorfer, M.L.~ and Reiter, G.S.~ and Bogunović, H.~ and Riedl, S.~ and Mai, J.~ and Schrittwieser, J.~ and Stapf, C.~ and Mares, V.~ and Mihelčič, M.~ and Little, J.-A.~ and Jaki-Mekjavić, P.~ and Barthelmes, D.~ and Hatz, K.~ and Zarranz-Ventura, J.~ and Creuzot-Garcher, C.~ and Hogg, R.~ and Sadeghipour, A.~ and Schmidt-Erfurth, U.~ and {on Behalf of the I-SCREEN Consortium}}, title = {I-SCREEN: Development of an AI-Based Infrastructure for Community-Wide Screening and Prediction of Progression in Age-Related Macular Degeneration Providing Accessible Shared Care.}, journal = {Eye (London, England)}, year = {2026}, issn = {1476-5454 0950-222X}, doi = {10.1038/s41433-026-04487-0} } - Sanchez-Fernandez A., Pinetz T., Zellinger W., Klambauer G.
Closing the Domain Gap in Biomedical Imaging by In-Context Control Samples.
arXiv 2604.20824, (2026) [bib]
@MISC{sanchezfernandez2026cdgb, author = {Sanchez-Fernandez, A.~ and Pinetz, T.~ and Zellinger, W.~ and Klambauer, G.~}, title = {Closing the Domain Gap in Biomedical Imaging by In-Context Control Samples.}, year = {2026}, url = {https://arxiv.org/abs/2604.20824} } - Pinetz T., Hucke V., Bogunovic H.
Exploiting Intermediate Reconstructions in Optical Coherence Tomography for Test-Time Adaption of Medical Image Segmentation.
arXiv 2603.05041, (2026) [bib]
@MISC{pinetz2026eiro, author = {Pinetz, T.~ and Hucke, V.~ and Bogunovic, H.~}, title = {Exploiting Intermediate Reconstructions in Optical Coherence Tomography for Test-Time Adaption of Medical Image Segmentation.}, year = {2026}, url = {https://arxiv.org/abs/2603.05041} } - Lachinov D., Pinetz T., Bogunovic H.
PINN-EM: Physics-Guided Disease Progression Model of Geographic Atrophy.
IEEE Transactions on Bio-Medical Engineering, (2026) [bib]
@ARTICLE{lachinov2026ppdp, author = {Lachinov, D.~ and Pinetz, T.~ and Bogunovic, H.~}, title = {PINN-EM: Physics-Guided Disease Progression Model of Geographic Atrophy.}, journal = {IEEE Transactions on Bio-Medical Engineering}, year = {2026}, issn = {1558-2531 0018-9294}, doi = {10.1109/TBME.2026.3655164} } - Fazekas B., Pinetz T., Aresta G., Emre T., Bogunović H.
GARD: Gamma-Based Anatomical Restoration and Denoising for Retinal OCT.
In Fang H., Wang M., Li H., Chen H., Bogunović H., Lee C.S. (Eds.) Ophthalmic Medical Image Analysis. Proceedings 12th International Workshop, OMIA 2025 Held in Conjunction with MICCAI 2025 Daejeon, South Korea, 27 September 2025, Lecture Notes in Computer Science 16209, Springer, Cham, 32–42, (2026) [bib]
@INCOLLECTION{fazekas2026ggar3242, author = {Fazekas, B.~ and Pinetz, T.~ and Aresta, G.~ and Emre, T.~ and Bogunović, H.~}, title = {GARD: Gamma-Based Anatomical Restoration and Denoising for Retinal OCT.}, booktitle = {Ophthalmic Medical Image Analysis. Proceedings 12th International Workshop, OMIA 2025 Held in Conjunction with MICCAI 2025 Daejeon, South Korea, 27 September 2025}, publisher = {Springer}, year = {2026}, editor = {Fang,H.;Wang,M.;Li,H.;Chen,H.;Bogunović,H.;Lee,C.S.}, number = {16209}, series = {Lecture Notes in Computer Science}, pages = {32--42}, address = {Cham}, url = {https://doi.org/10.1007/978-3-032-10351-2_4} } - Haas M., Grandits T., Pinetz T., Beiert T., Pezzuto S., Effland A.
Learned Finite Element-Based Regularization of the Inverse Problem in Electrocardiographic Imaging.
arXiv 2602.07466, (2026) [bib]
@MISC{haas2026lfer, author = {Haas, M.~ and Grandits, T.~ and Pinetz, T.~ and Beiert, T.~ and Pezzuto, S.~ and Effland, A.~}, title = {Learned Finite Element-Based Regularization of the Inverse Problem in Electrocardiographic Imaging.}, year = {2026}, url = {https://arxiv.org/abs/2602.07466} }
2025
- Emre T., Chakravarty A., Pinetz T., Lachinov D., Menten M.J., Scholl H., Sivaprasad S., Rueckert D., Lotery A., Sacu S., Schmidt-Erfurth U., Bogunović H., for the PINNACLE Consortium, for the Alzheimer’s Disease Neuroimaging Initiative (ADNI)
Stochastic Siamese MAE Pretraining for Longitudinal Medical Images.
arXiv:2512.23441, (2025) [bib]
@ARTICLE{emre2025ssmp, author = {Emre, T.~ and Chakravarty, A.~ and Pinetz, T.~ and Lachinov, D.~ and Menten, M.J.~ and Scholl, H.~ and Sivaprasad, S.~ and Rueckert, D.~ and Lotery, A.~ and Sacu, S.~ and Schmidt-Erfurth, U.~ and Bogunović, H.~ and {for the PINNACLE Consortium, for the Alzheimer’s Disease Neuroimaging Initiative (ADNI)}}, title = {Stochastic Siamese MAE Pretraining for Longitudinal Medical Images.}, journal = {arXiv:2512.23441}, year = {2025}, doi = {10.48550/arXiv.2512.23441} } - Jebril H., Pinetz T., Bogunovic H.
Shape Prior for Quality Assessment in OCTA via Denoising Autoencoders at the Segmentation Level.
IEEE Access 13, 187467–187476, (2025) [bib]
@ARTICLE{jebril2025spqa187467187476, author = {Jebril, H.~ and Pinetz, T.~ and Bogunovic, H.~}, title = {Shape Prior for Quality Assessment in OCTA via Denoising Autoencoders at the Segmentation Level.}, journal = {IEEE Access}, year = {2025}, volume = {13}, pages = {187467--187476}, issn = {2169-3536}, doi = {10.1109/ACCESS.2025.3625745} }