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Single-Pass Decision Scores Enable Rapid Classification with Adjustable Thresholds in Medical Multimodal Large Language Models2026 arXiv (Cornell University) preprint Computer Science Multimodal Machine Learning Applications Open access
Patrick Wienholt, Frederik Hauke, Christiane Kuhl, Jakob Nikolas Kather, Sven Nebelung, Daniel Truhn
0citations -
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 -
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 -
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 -
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 -
Preserving fairness and diagnostic accuracy in private large-scale AI models for medical imaging2024 Communications Medicine article Computer Science Privacy-Preserving Technologies in Data Open access
Soroosh Tayebi Arasteh, Alexander Ziller, Christiane Katharina Kuhl, Marcus R. Makowski, Sven Nebelung, Rickmer Braren, +3 more
52citations -
Federated Fine-Tuning of SAM-Med3D for MRI-Based Dementia Classification2025 Lecture notes in computer science conference-paper Computer Science Privacy-Preserving Technologies in Data Open access
Kaouther Mouheb, Marawan Elbatel, Janne M. Papma, Geert Jan Biessels, Jurgen A.H.R. Claassen, Huub A. M. Middelkoop, +5 more
1citations -
Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis2024 arXiv (Cornell University) preprint Computer Science Advanced Neural Network Applications Open access
Moein Heidari, Sina Ghorbani Kolahi, Sanaz Karimijafarbigloo, Bobby Azad, Afshin Bozorgpour, Soheila Hatami, +5 more
4citations -
Noisecut: a python package for noise-tolerant classification of binary data using prior knowledge integration and max-cut solutions2024 BMC Bioinformatics software-paper Computer Science Machine Learning and Data Classification Open access
Moein E. Samadi, Hedieh Mirzaieazar, Alexander Mitsos, Andreas Schuppert
5citations