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Designing a data access and integration workflow for medical data science: a use case of compiling a reusable data set for primary tumor discovery at MeDIC Cologne0citations
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Uncertainty Estimation in Medical Image Classification: Systematic Review2022 JMIR Medical Informatics review Medicine Artificial Intelligence in Healthcare and Education Open access
Katja Hauser, Hendrik Alexander Mehrtens, Eva Krieghoff‐Henning, Achim Hekler, Jakob Nikolas Kather, Stefan Fröhling, +2 more
81citations -
Compute-Efficient Medical Image Classification with Softmax-Free Transformers and Sequence Normalization2024 arXiv (Cornell University) preprint Computer Science Advanced Neural Network Applications Open access
Firas Khader, Omar S. M. El Nahhas, Tianyu Han, Gustav Anton Müller‐Franzes, Sven Nebelung, Jakob Nikolas Kather, +1 more
0citations -
Classification grid and evidence matrix for evaluating digital medical devices under the European union landscape2025 npj Digital Medicine article Economics, Econometrics and Finance Health Systems, Economic Evaluations, Quality of Life Open access
Magali Boers, Aude Rochereau, Louisa Stuwe, Lorena San Miguel, Jochen Klucken, Fruzsina Mezei, +25 more
13citations -
Multi-modality multi-scale cardiovascular disease subtypes classification using Raman image and medical history2023 Expert Systems with Applications article Biochemistry, Genetics and Molecular Biology Spectroscopy Techniques in Biomedical and Chemical Research Open access cited by 1 patent
Bo Yu, Hechang Chen, Chengyou Jia, Hongren Zhou, Lele Cong, Xiankai Li, +2 more
21citations -
Securing Collaborative Medical AI by Using Differential Privacy: Domain Transfer for Classification of Chest Radiographs2023 Radiology Artificial Intelligence article Computer Science Privacy-Preserving Technologies in Data Open access
Soroosh Tayebi Arasteh, Mahshad Lotfinia, Teresa Nolte, Marwin-Jonathan Sähn, Peter Isfort, Christiane Katharina Kuhl, +3 more
19citations -
MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification2021 Zenodo (CERN European Organization for Nuclear Research) dataset Computer Science Advanced Neural Network Applications Open access
Jiancheng Yang, Rui Shi, Donglai Wei, Zequan Liu, Lin Zhao, Hanspeter Pfister, +1 more
2citations -
Erratum to ‘Benchmarking weakly-supervised deep learning pipelines for whole slide classification in computational pathology’ Medical Image Analysis, Volume 79, July 2022, 102474
Narmin Ghaffari Laleh, Hannah Sophie Muti, Chiara Maria Lavinia Loeffler, Amelie Echle, Oliver Lester Saldanha, Faisal Mahmood, +17 more
3citations -
[MedMNIST+] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification with Multiple Size Options: 28 (MNIST-Like), 64, 128, and 2242024 Zenodo (CERN European Organization for Nuclear Research) dataset Computer Science Medical Image Segmentation Techniques Open access
Jiancheng Yang, Rui Shi, Donglai Wei, Zequan Liu, Lin Fan Zhao, Hanspeter Pfister, +1 more
2citations -
[MedMNIST+] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification with Multiple Size Options: 28 (MNIST-Like), 64, 128, and 2242024 Zenodo (CERN European Organization for Nuclear Research) dataset Computer Science Medical Image Segmentation Techniques Open access
Jiancheng Yang, Rui Shi, Donglai Wei, Zequan Liu, Lin Zhao, Hanspeter Pfister, +1 more
1citations -
MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification2022 Zenodo (CERN European Organization for Nuclear Research) dataset Computer Science Advanced Neural Network Applications Open access
Jiancheng Yang, Rui Shi, Donglai Wei, Zequan Liu, Lin Zhao, Hanspeter Pfister, +1 more
0citations -
MedMNIST: 18x Standardized Datasets for 2D and 3D Biomedical Image Classification2024 Zenodo (CERN European Organization for Nuclear Research) dataset Computer Science Advanced Neural Network Applications Open access
Jiancheng Yang, Rui Shi, Donglai Wei, Zequan Liu, Lin Fan Zhao, Hanspeter Pfister, +1 more
0citations -
Prediction Degeneracy in Medical Vision-Language Models: Implications for Robustness and Interpretability2025 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) conference-paper Computer Science Multimodal Machine Learning Applications
Martin Goetze, Dennis Eschweiler, Brendan Huang, Gustav Anton Müller‐Franzes, Carolina Ramirez, Madeline Hess, +3 more
0citations -
MedicalPatchNet: a patch-based self-explainable AI architecture for chest X-ray classification2026 Scientific Reports article Computer Science Explainable Artificial Intelligence (XAI) Open access
Patrick Wienholt, Christiane Katharina Kuhl, Jakob Nikolas Kather, Sven Nebelung, Daniel Truhn
3citations -
Potential health benefits of lactoferrin and derived peptides – how to qualify as a medical device?2025 Critical Reviews in Microbiology article Immunology and Microbiology Antimicrobial Peptides and Activities Open access
Carlo P. J. M. Brouwer, Mick M. Welling, Saleh Hamad Alwasel, Teun Boekhout
5citations -
MedMNIST v2 - A large-scale lightweight benchmark for 2D and 3D biomedical image classification2023 Scientific Data data-paper Computer Science Advanced Neural Network Applications Open access cited by 1 patent
Jiancheng Yang, Rui Shi, Donglai Wei, Zequan Liu, Lin Zhao, Hanspeter Pfister, +1 more
1,037citations -
MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D biomedical image classification2021 arXiv (Cornell University) preprint Computer Science Advanced Neural Network Applications Open access
Jiancheng Yang, Rui Shi, Donglai Wei, Zequan Liu, Lin Zhao, Hanspeter Pfister, +1 more
73citations