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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 -
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 -
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 -
Diffusion models in medical imaging: A comprehensive survey2023 Medical Image Analysis article Computer Science Generative Adversarial Networks and Image Synthesis cited by 3 patents
Amirhossein Kazerouni, Ehsan Khodapanah Aghdam, Moein Heidari, Reza Azad, Mohsen Fayyaz, Ilker Hacihaliloglu, +1 more
769citations -
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 -
Sparse Local Latents for Explainable Zero-Shot Reasoning in Medical Vision-Language Models2026 Lecture notes in computer science conference-paper Computer Science Multimodal Machine Learning Applications
Martin Goetze, Patrick Wienholt, Dennis Eschweiler, Marvin Gazibaric, Christiane Kuhl, Sven Nebelung, +1 more
0citations