@article{UBHD-68430802, author={Adler, Tim and Ardizzone, Lynton and Kruse, Jakob and Rother, Carsten and K{\"o}the, Ullrich and Maier-Hein, Lena}, title={Uncertainty-aware performance assessment of optical imaging modalities with invertible neural networks}, year={2019}, pages={997-1007}, language={eng}, issn={2155-7101}, volume={14}, number={6}, note={Gesehen am 17.09.2019}, journal={International journal of computer-assisted language learning and teaching}, doi={10.1007/s11548-019-01939-9}, } @incollection{UBHD-68944124, author={Ardizzone, Lynton and Kruse, Jakob and Wirkert, Sebastian and Rahner, Daniel and Pellegrini, Eric William and Klessen, Ralf S. and Maier-Hein, Lena and Rother, Carsten and K{\"o}the, Ullrich}, title={Analyzing inverse problems with invertible neural networks}, year={2018}, pages={1-20}, language={eng}, note={Identifizierung der Ressource nach: 6 Feb 2019 ; Gesehen am 26.07.2022}, booktitle={Arxiv}, doi={10.48550/arXiv.1808.04730}, } @book{UBHD-69140479, author={Ardizzone, Lynton}, title={Conditional invertible generative models for supervised problems}, address={Heidelberg}, year={2023}, pages={1 Online-Ressource (166 Seiten)}, language={eng}, school={Dissertation, Ruprecht-Karls-Universit{\"a}t Heidelberg, 2023}, doi={10.11588/heidok.00033932}, keywords={Maschinelles Lernen / Deep Learning / Maschinelles Sehen}, url={https://nbn-resolving.org/urn:nbn:de:bsz:16-heidok-339321}, library={UB}, } @incollection{UBHD-69158648, author={Ardizzone, Lynton and Kruse, Jakob and L{\"u}th, Carsten and Bracher, Niels and Rother, Carsten and K{\"o}the, Ullrich}, title={Conditional invertible neural networks for diverse image-to-image translation}, year={2021}, pages={373-387}, language={eng}, isbn={9783030712778}, booktitle={Pattern recognition}, editor={Akata, Zeynep and Geiger, Andreas and Sattler, Torsten}, } @book{UBHD-69156514, author={Ardizzone, Lynton}, organization={Universit{\"a}t Heidelberg}, title={Conditional invertible generative models for supervised problems}, address={Heidelberg}, year={2023}, pages={166 Seiten}, language={eng}, school={Dissertation, Ruprecht-Karls-Universit{\"a}t Heidelberg, 2023}, keywords={Maschinelles Lernen / Deep Learning / Maschinelles Sehen}, library={UB [Signatur: 2023 U 983] ; MA [Signatur: Diss. Ardiz]}, } @incollection{UBHD-68966968, author={Ardizzone, Lynton and Kruse, Jakob and L{\"u}th, Carsten and Bracher, Niels and Rother, Carsten and K{\"o}the, Ullrich}, title={Conditional invertible neural networks for diverse image-to-image translation}, year={2021}, pages={1-15}, language={eng}, note={Gesehen am 28.09.2022}, booktitle={Arxiv}, doi={10.48550/arXiv.2105.02104}, } @incollection{UBHD-68944111, author={Ardizzone, Lynton and L{\"u}th, Carsten and Kruse, Jakob and Rother, Carsten and K{\"o}the, Ullrich}, title={Guided image generation with conditional invertible neural networks}, year={2019}, pages={1-11}, language={eng}, note={Gesehen am 19.07.2022}, booktitle={Arxiv}, doi={10.48550/arXiv.1907.02392}, } @incollection{UBHD-69158665, author={Ardizzone, Lynton and Mackowiak, Radek and Rother, Carsten and K{\"o}the, Ullrich}, title={Training normalizing flows with the information bottleneck for competitive generative classification}, year={2021}, pages={7828-7840}, language={eng}, journal={NeurIPS (34. : 2020 : Online)34th Conference on Neural Information Processing Systems (NeurIPS 2020) ; Volume 10 of 27}, editor={Larochelle, Hugo}, } @article{UBHD-68882956, author={Bellagente, Marco and Butter, Anja and Kasieczka, Gregor and Plehn, Tilman and Rousselot, Armand and Winterhalder, Ramon and Ardizzone, Lynton and K{\"o}the, Ullrich}, title={Invertible networks or partons to detector and back again}, year={2020}, pages={24 S.}, language={eng}, issn={2542-4653}, volume={9}, note={Gesehen am 26.02.2022}, journal={SciPost physics}, doi={10.21468/SciPostPhys.9.5.074}, } @article{UBHD-69091267, author={Haldemann, Jonas and Ksoll, Victor F. and Walter, Daniel and Alibert, Yann and Klessen, Ralf S. and Benz, Willy and K{\"o}the, Ullrich and Ardizzone, Lynton and Rother, Carsten}, title={Exoplanet characterization using conditional invertible neural networks}, year={2023}, pages={1-16}, language={eng}, issn={1432-0746}, volume={672(2023) vom: Apr.}, number={Artikel-ID A180}, note={Gesehen am 29.06.2023}, journal={Astronomy and astrophysics}, doi={10.1051/0004-6361/202243230}, } @incollection{UBHD-68972809, author={Haldemann, Jonas and Ksoll, Victor F. and Walter, Daniel and Alibert, Yann and Klessen, Ralf S. and Benz, Willy and K{\"o}the, Ullrich and Ardizzone, Lynton and Rother, Carsten}, title={Exoplanet characterization using conditional invertible neural networks}, year={2022}, pages={1-15}, language={eng}, note={Gesehen am 12.10.2022}, booktitle={Arxiv}, } @article{UBHD-68906795, author={Kang, Da Eun and Pellegrini, Eric William and Ardizzone, Lynton and Klessen, Ralf S. and K{\"o}the, Ullrich and Glover, Simon and Ksoll, Victor F.}, title={Emission-line diagnostics of H ii regions using conditional invertible neural networks}, year={2022}, pages={31 S.}, language={eng}, issn={1365-2966}, volume={512}, note={Gesehen am 12.04.2022}, journal={Monthly notices of the Royal Astronomical Society}, doi={10.1093/mnras/stac222}, } @article{UBHD-68875738, author={Ksoll, Victor F. and Ardizzone, Lynton and Klessen, Ralf S. and K{\"o}the, Ullrich and Sabbi, Elena and Robberto, Massimo and Gouliermis, Dimitrios A. and Rother, Carsten and Zeidler, Peter and Gennaro, Mario}, title={Stellar parameter determination from photometry using invertible neural networks}, year={2020}, pages={39 S.}, language={eng}, issn={1365-2966}, volume={499}, note={Gesehen am 02.03.2022}, journal={Monthly notices of the Royal Astronomical Society}, doi={10.1093/mnras/staa2931}, } @book{UBHD-69158645, author={Labus, Peter and Carpen-Amarie, Alexandra and K{\"u}hn, Martin and Keuper, Janis and Grund, Alexander and Wascinski, Christian von and Wesarg, Bert and Ardizzone, Lynton and Schuler, Manuela and Membarth, Richard}, organization={Fraunhofer-Institut f{\"u}r Techno- und Wirtschaftsmathematik and Zentrum f{\"u}r Informationsdienste und Hochleistungsrechnen (Dresden) and Engineering Mathematics and Computing Lab and Deutsches Forschungszentrum f{\"u}r K{\"u}nstliche Intelligenz}, title={HP-DLF - High Performance Deep Learning Framework}, subtitle={Abschlussbericht : Berichtszeitraum: 1. November 2017-30. April 2021}, publisher={Fraunhofer-Institut f{\"u}r Techno- und Wirtschaftsmathematik ITWM}, address={Kaiserslautern}, year={2021}, pages={109 Seiten, 2 ungez{\"a}hlte Bl{\"a}tter}, language={ger}, note={F{\"o}rderkennzeichen BMBF 01IH17002A-D ; Verbundnummer 01181503 ; Unterschiede zwischen dem gedruckten Dokument und der elektronischen Ressource k{\"o}nnen nicht ausgeschlossen werden}, } @book{UBHD-69158666, author={Labus, Peter and Carpen-Amarie, Alexandra and K{\"u}hn, Martin and Keuper, Janis and Grund, Alexander and Wascinski, Christian von and Wesarg, Bert and Ardizzone, Lynton and Schuler, Manuela and Membarth, Richard}, organization={Fraunhofer-Institut f{\"u}r Techno- und Wirtschaftsmathematik and Zentrum f{\"u}r Informationsdienste und Hochleistungsrechnen (Dresden) and Engineering Mathematics and Computing Lab and Deutsches Forschungszentrum f{\"u}r K{\"u}nstliche Intelligenz}, title={HP-DLF - High Performance Deep Learning Framework}, subtitle={Abschlussbericht : Berichtszeitraum: 1. November 2017-30. April 2021}, publisher={[Fraunhofer-Institut f{\"u}r Techno- und Wirtschaftsmathematik ITWM]}, address={Kaiserslautern}, year={2021}, pages={1 Online-Ressource (109 Seiten, 12,60 MB)}, language={ger}, note={F{\"o}rderkennzeichen BMBF 01IH17002A-D ; Verbundnummer 01181503 ; Unterschiede zwischen dem gedruckten Dokument und der elektronischen Ressource k{\"o}nnen nicht ausgeschlossen werden}, doi={10.2314/KXP:183256584X}, } @incollection{UBHD-68944104, author={Mackowiak, Radek and Ardizzone, Lynton and K{\"o}the, Ullrich and Rother, Carsten}, title={Generative classifiers as a basis for trustworthy image classification}, year={2020}, pages={28 S.}, language={eng}, note={Gesehen am 19.07.2022}, booktitle={De.arxiv.org}, doi={10.48550/arXiv.2007.15036}, } @incollection{UBHD-69158678, author={M{\"u}ller, Jens and Schmier, Robert and Ardizzone, Lynton and Rother, Carsten and K{\"o}the, Ullrich}, title={Learning robust models using the principle of independent causal mechanisms}, year={2021}, pages={79-110}, language={eng}, isbn={9783030926588}, booktitle={Pattern recognition}, editor={Bauckhage, Christian and Gall, Juergen and Schwing, Alexander}, doi={10.1007/978-3-030-92659-5_6}, } @book{UBHD-69157168, author={M{\"u}ller, Jens and Ardizzone, Lynton and K{\"o}the, Ullrich}, title={ProDAS}, subtitle={Probabilistic Dataset of Abstract Shapes}, publisher={Universit{\"a}tsbibliothek Heidelberg}, address={Heidelberg}, year={2023}, pages={1 Online-Ressource (4 Seiten)}, language={eng}, doi={10.11588/heidok.00034135}, url={https://nbn-resolving.org/urn:nbn:de:bsz:16-heidok-341358}, library={UB}, } @incollection{UBHD-69136042, author={N{\"o}lke, Jan-Hinrich and Adler, Tim and Gr{\"o}hl, Janek and Kirchner, Thomas and Ardizzone, Lynton and Rother, Carsten and K{\"o}the, Ullrich and Maier-Hein, Lena}, title={Invertible neural networks for uncertainty quantification in photoacoustic imaging}, year={2021}, pages={330-335}, language={eng}, isbn={978-3-658-33197-9 and 3-658-33197-6}, booktitle={Bildverarbeitung f{\"u}r die Medizin 2021}, editor={Palm, Christoph and Deserno, Thomas M. and Handels, Heinz and Maier, Andreas and Maier-Hein, Klaus H. and Tolxdorff, Thomas}, } @incollection{UBHD-69136120, author={N{\"o}lke, Jan-Hinrich and Adler, Tim and Gr{\"o}hl, Janek and Kirchner, Thomas and Ardizzone, Lynton and Rother, Carsten and K{\"o}the, Ullrich and Maier-Hein, Lena}, title={Invertible neural networks for uncertainty quantification in photoacoustic imaging}, year={2021}, pages={330-335}, language={ger}, isbn={9783658331986}, note={Gesehen am 02.11.2023}, booktitle={Bildverarbeitung f{\"u}r die Medizin 2021}, editor={Palm, Christoph and Deserno, Thomas M. and Handels, Heinz and Maier, Andreas and Maier-Hein, Klaus H. and Tolxdorff, Thomas}, doi={10.1007/978-3-658-33198-6_80}, } @article{UBHD-68916149, author={Radev, Stefan and Mertens, Ulf K. and Voß, Andreas and Ardizzone, Lynton and K{\"o}the, Ullrich}, title={BayesFlow}, subtitle={learning complex stochastic models with invertible neural networks}, year={2022}, pages={15 S.}, language={eng}, issn={2162-237X}, volume={33}, note={Date of publication: 18 December 2020 ; Gesehen am 31.05.2022}, journal={IEEE transactions on neural networks and learning systems}, doi={10.1109/TNNLS.2020.3042395}, }