FocusDD: Real-World Scene Infusion for Robust Dataset Distillation.

Firat Özdemir Firat Ozdemir

Youbing Hu Yun Cheng Olga Saukh Firat Ozdemir Anqi Lu Zhiqiang Cao 0001 Zhijun Li 0002 FocusDD: Real-World Scene Infusion for Robust Dataset Distillation. 2025 January abs/2501.06405 CoRR https://doi.org/10.48550/arXiv.2501.06405 db/journals/corr/corr2501.html#abs-2501-06405 streams/journals/corr

Fanny Lehmann Firat Ozdemir Benedikt Soja Torsten Hoefler Siddhartha Mishra Sebastian Schemm Finetuning a Weather Foundation Model with Lightweight Decoders for Unseen Physical Processes. 2025 June abs/2506.19088 CoRR https://doi.org/10.48550/arXiv.2506.19088 db/journals/corr/corr2506.html#abs-2506-19088 streams/journals/corr

Anna Klimovskaia Susmelj Berkan Lafci Firat Ozdemir Neda Davoudi Xosé-Luís Dean-Ben Fernando Pérez-Cruz Daniel Razansky Signal domain adaptation network for limited-view optoacoustic tomography. 103012 2024 January 91 Medical Image Anal. https://doi.org/10.1016/j.media.2023.103012 db/journals/mia/mia91.html#SusmeljLODDPR24

Shkurta Gashi Pietro Oldrati Max Möbus Marc Hilty Liliana Barrios Firat Ozdemir Veronika Kana Andreas Lutterotti Gunnar Rätsch Christian Holz 0001 Modeling multiple sclerosis using mobile and wearable sensor data. 2024 7 npj Digit. Medicine 1 https://doi.org/10.1038/s41746-024-01025-8 db/journals/npjdm/npjdm7.html#GashiOMHBOKLRH24

Jan Obrist Miguel Zamora Hehui Zheng Ronan Hinchet Firat Ozdemir Juan Zarate Robert K. Katzschmann Stelian Coros PokeFlex: A Real-World Dataset of Deformable Objects for Robotics. 2024 abs/2410.07688 CoRR https://doi.org/10.48550/arXiv.2410.07688 db/journals/corr/corr2410.html#abs-2410-07688 streams/journals/corr

Firat Ozdemir Berkan Lafci Xosé-Luís Dean-Ben Daniel Razansky Fernando Pérez-Cruz OADAT: Experimental and Synthetic Clinical Optoacoustic Data for Standardized Image Processing. 2023 2023 Trans. Mach. Learn. Res. https://openreview.net/forum?id=BVi6MhKO0G db/journals/tmlr/tmlr2023.html#OzdemirLDRP23

Natasa Tagasovska Firat Ozdemir Axel Brando Retrospective Uncertainties for Deep Models using Vine Copulas. 7528-7539 2023 AISTATS https://proceedings.mlr.press/v206/tagasovska23a.html conf/aistats/2023 db/conf/aistats/aistats2023.html#TagasovskaOB23 Rok Roskar Chandrasekhar Ramakrishnan Michele Volpi Fernando Pérez-Cruz Lilian Gasser Firat Ozdemir Patrick Paitz Mohammad Alisafaee Philipp Fischer Ralf Grubenmann Eliza J. Harris Tasko Olevski Carl Remlinger Luis Salamanca Elisabet Capon Garcia Lorenzo Cavazzi Jakub Chrobasik Darlin Cordoba Osnas Alessandro Degano Jimena Dupre Wesley Johnson Eike Kettner Laura Kinkead Sean D. Murphy Flora Thiebaut Olivier Verscheure Renku: a platform for sustainable data science. 2023 NeurIPS http://papers.nips.cc/paper_files/paper/2023/hash/838694e9ab6b0a193b84daaafcac0eed-Abstract-Datasets_and_Benchmarks.html conf/nips/2023 db/conf/nips/neurips2023.html#RoskarRVPGOPAFG23

Natasa Tagasovska Firat Ozdemir Axel Brando Retrospective Uncertainties for Deep Models using Vine Copulas. 2023 abs/2302.12606 CoRR https://doi.org/10.48550/arXiv.2302.12606 db/journals/corr/corr2302.html#abs-2302-12606

Anna Klimovskaia Susmelj Berkan Lafci Firat Ozdemir Neda Davoudi Xosé-Luís Dean-Ben Fernando Pérez-Cruz Daniel Razansky Signal Domain Learning Approach for Optoacoustic Image Reconstruction from Limited View Data. 1173-1191 2022 MIDL https://proceedings.mlr.press/v172/susmelj22a.html conf/midl/2022 db/conf/midl/midl2022.html#SusmeljLODDPR22

Carlo Albert Simone Ulzega Firat Ozdemir Fernando Pérez-Cruz Antonietta Mira Learning Summary Statistics for Bayesian Inference with Autoencoders. 2022 abs/2201.12059 CoRR https://arxiv.org/abs/2201.12059 db/journals/corr/corr2201.html#abs-2201-12059

Berkan Lafci Firat Ozdemir Xosé-Luís Dean-Ben Daniel Razansky Fernando Pérez-Cruz OADAT: Experimental and Synthetic Clinical Optoacoustic Data for Standardized Image Processing. 2022 abs/2206.08612 CoRR https://doi.org/10.48550/arXiv.2206.08612 db/journals/corr/corr2206.html#abs-2206-08612

Firat Özdemir Zixuan Peng Philipp Fürnstahl Christine Tanner Orcun Goksel Active learning for segmentation based on Bayesian sample queries. 106531 2021 214 Knowl. Based Syst. https://doi.org/10.1016/j.knosys.2020.106531 db/journals/kbs/kbs214.html#OzdemirPFTG21

Michael Stalder Firat Ozdemir Artur Safin Jonas Sukys Damien Bouffard Fernando Pérez-Cruz Probabilistic modeling of lake surface water temperature using a Bayesian spatio-temporal graph convolutional neural network. 2021 abs/2109.13235 CoRR https://arxiv.org/abs/2109.13235 db/journals/corr/corr2109.html#abs-2109-13235

Firat Özdemir Christine Tanner Orcun Goksel Delineating Bone Surfaces in B-Mode Images Constrained by Physics of Ultrasound Propagation. 2020 abs/2001.02001 CoRR http://arxiv.org/abs/2001.02001 db/journals/corr/corr2001.html#abs-2001-02001

Firat Özdemir Orcun Goksel Extending pretrained segmentation networks with additional anatomical structures. 1187-1195 2019 14 Int. J. Comput. Assist. Radiol. Surg. 7 https://doi.org/10.1007/s11548-019-01984-4 https://www.wikidata.org/entity/Q91721109 db/journals/cars/cars14.html#OzdemirG19

Firat Özdemir Zixuan Peng Philipp Fürnstahl Christine Tanner Orcun Goksel Active Learning for Segmentation Based on Bayesian Sample Queries. 2019 abs/1912.10493 CoRR http://arxiv.org/abs/1912.10493 db/journals/corr/corr1912.html#abs-1912-10493

Matija Ciganovic Firat Özdemir Fabien Péan Philipp Fürnstahl Christine Tanner Orcun Goksel Registration of 3D freehand ultrasound to a bone model for orthopedic procedures of the forearm. 827-836 2018 13 Int. J. Comput. Assist. Radiol. Surg. 6 https://doi.org/10.1007/s11548-018-1756-0 https://www.wikidata.org/entity/Q88288801 db/journals/cars/cars13.html#CiganovicOPFTG18

Firat Özdemir Zixuan Peng Christine Tanner Philipp Fürnstahl Orçun Göksel Active Learning for Segmentation by Optimizing Content Information for Maximal Entropy. 183-191 2018 DLMIA/ML-CDS@MICCAI https://doi.org/10.1007/978-3-030-00889-5_21 conf/miccai/2018dlmia db/conf/miccai/dlmia2018.html#OzdemirPTFG18 Firat Özdemir Philipp Fürnstahl Orçun Göksel Learn the New, Keep the Old: Extending Pretrained Models with New Anatomy and Images. 361-369 2018 MICCAI (4) https://doi.org/10.1007/978-3-030-00937-3_42 conf/miccai/2018-4 db/conf/miccai/miccai2018-4.html#OzdemirFG18

Firat Özdemir Philipp Fürnstahl Orçun Göksel Learn the new, keep the old: Extending pretrained models with new anatomy and images. 2018 abs/1806.00265 CoRR http://arxiv.org/abs/1806.00265 db/journals/corr/corr1806.html#abs-1806-00265

Firat Özdemir Zixuan Peng Christine Tanner Philipp Fürnstahl Orcun Goksel Active Learning for Segmentation by Optimizing Content Information for Maximal Entropy. 2018 abs/1807.06962 CoRR http://arxiv.org/abs/1807.06962 db/journals/corr/corr1807.html#abs-1807-06962

Christine Tanner Firat Özdemir Romy Profanter Valery Vishnevsky Ender Konukoglu Orçun Göksel Generative Adversarial Networks for MR-CT Deformable Image Registration. 2018 abs/1807.07349 CoRR http://arxiv.org/abs/1807.07349 db/journals/corr/corr1807.html#abs-1807-07349

Firat Özdemir Orçun Göksel Extending Pretrained Segmentation Networks with Additional Anatomical Structures. 2018 abs/1811.04634 CoRR http://arxiv.org/abs/1811.04634 db/journals/corr/corr1811.html#abs-1811-04634

Firat Özdemir Neerav Karani Philipp Fürnstahl Orcun Goksel Interactive segmentation in MRI for orthopedic surgery planning: bone tissue. 1031-1039 2017 12 Int. J. Comput. Assist. Radiol. Surg. 6 https://doi.org/10.1007/s11548-017-1570-0 https://www.wikidata.org/entity/Q38877063 db/journals/cars/cars12.html#OzdemirKFG17

Janine Thoma Firat Özdemir Orcun Goksel Automatic Segmentation of Abdominal MRI Using Selective Sampling and Random Walker. 83-93 2016 MCV/BAMBI@MICCAI https://doi.org/10.1007/978-3-319-61188-4_8 conf/miccai/2016mcv db/conf/miccai/mcv2016.html#ThomaOG16 Firat Özdemir Ece Ozkan Orcun Goksel Graphical Modeling of Ultrasound Propagation in Tissue for Automatic Bone Segmentation. 256-264 2016 MICCAI (2) https://doi.org/10.1007/978-3-319-46723-8_30 conf/miccai/2016-2 db/conf/miccai/miccai2016-2.html#OzdemirOG16 Farhood Negin Firat Özdemir Ceyhun Burak Akgül Kamer Ali Yüksel Aytül Erçil A Decision Forest Based Feature Selection Framework for Action Recognition from RGB-Depth Cameras. 648-657 2013 ICIAR https://doi.org/10.1007/978-3-642-39094-4_74 conf/iciar/2013 db/conf/iciar/iciar2013.html#NeginOAYE13 Farhood Negin Firat Özdemir Kamer Ali Yüksel Ceyhun Burak Akgül Aytül Erçil A decision forest based feature selection framework for action recognition from RGB-depth cameras. 1-4 2013 SIU https://doi.org/10.1109/SIU.2013.6531398 conf/siu/2013 db/conf/siu/siu2013.html#NeginOYAE13 Ceyhun Burak Akgül Carlo Albert Mohammad Alisafaee Liliana Barrios Damien Bouffard Axel Brando Zhiqiang Cao 0001 Lorenzo Cavazzi Yun Cheng Jakub Chrobasik Matija Ciganovic Stelian Coros Neda Davoudi X. Luís Dean-BenXosé-Luís Dean-Ben Alessandro Degano Jimena Dupre Aytül Erçil Philipp Fischer Philipp Fürnstahl Elisabet Capon Garcia Shkurta Gashi Lilian Gasser Orcun GokselOrçun Göksel Ralf Grubenmann Eliza J. Harris Marc Hilty Ronan Hinchet Torsten Hoefler Christian Holz 0001 Youbing Hu Wesley Johnson Veronika Kana Neerav Karani Robert K. Katzschmann Eike Kettner Laura Kinkead Ender Konukoglu Berkan Lafci Fanny Lehmann Zhijun Li 0002 Anqi Lu Andreas Lutterotti Antonietta Mira Siddhartha Mishra Max Möbus Sean D. Murphy Farhood Negin Jan Obrist Pietro Oldrati Tasko Olevski Darlin Cordoba Osnas Ece Ozkan Patrick Paitz Fabien Péan Zixuan Peng Fernando Pérez-Cruz Romy Profanter Chandrasekhar Ramakrishnan Gunnar Rätsch Daniel Razansky Carl Remlinger Rok Roskar Artur Safin Luis Salamanca Olga Saukh Sebastian Schemm Benedikt Soja Michael Stalder Jonas Sukys Anna Klimovskaia Susmelj Natasa Tagasovska Christine Tanner Flora Thiebaut Janine Thoma Simone Ulzega Olivier Verscheure Valeriy VishnevskiyValery Vishnevsky Michele Volpi Kamer Ali Yüksel Miguel Zamora Juan Zarate Hehui Zheng