Secure, privacy-preserving and federated machine learning in medical imaging

Georgios A. Kaissis , Marcus R. Makowski , Daniel Rückert , Rickmer F. Braren
Nature Machine Intelligence 2 ( 6) 305 -311

422
2020
STATISTICAL FINITE ELEMENT ANALYSIS FOR BONE MODELING

Serena Bonaretti , Nils Reimers , Daniel Rückert , Mauricio Reyes
Journal of Biomechanics 41

2008
Flimma: a federated and privacy-aware tool for differential gene expression analysis

Olga Zolotareva , Reza Nasirigerdeh , Julian Matschinske , Reihaneh Torkzadehmahani
Genome biology 22 ( 1) 1 -26

4
2021
AI For doctors—a course to educate medical professionals in artificial intelligence for medical imaging

Dennis M Hedderich , Matthias Keicher , Benedikt Wiestler , Martin J Gruber
Smpte Journal 9 ( 10) 1278

7
2021
Prediction of Complications and Surgery Duration in Primary Total Hip Arthroplasty Using Machine Learning: The Necessity of Modified Algorithms and Specific Data

Igor Lazic , Florian Hinterwimmer , Severin Langer , Florian Pohlig
Journal of Clinical Medicine 11 ( 8) 2147

1
2022
Heartbeat classification by random forest with a novel context feature: a segment label

Congyu Zou , Alexander Müller , Utschick Wolfgang , Daniel Rückert
IEEE Journal of Translational Engineering in Health and Medicine 10 1 -8

2022
Reengineering neurotechnology: placing patients first

Markus Ploner , Alena Buyx , Jens Gempt , Julijana Gjorgjieva
Nature Mental Health 1 ( 1) 5 -7

1
2023
D-CNNTRN: Discrete Wavelet Transform Based ECG Classification Using a Convolutional Transformer

Congyu Zou , Mikhael Djajapermana , Utschick Wolfgang , Phillip Jan Müller
Smpte Journal

2022
Statistical Finite Element Analysis for Bone and Implant Modeling

Laura Belenguer , Miguel A González , Nils Reimers , Daniel Rückert
Smpte Journal

HyperProbe consortium: innovate tumour neurosurgery with innovative photonic solutions

Luca Giannoni , Marta Marradi , Marco Marchetti , Duccio Rossi Degl’Innocenti
European Conference on Biomedical Optics 126281C -126281C

3
2023
Machine learning analysis of human skin by optoacoustic mesoscopy for automated extraction of psoriasis and aging biomarkers

Hailong He , Johannes C Paetzold , Nils Börner , Erik Riedel
IEEE Transactions on Medical Imaging

1
2024
DWT-CNNTRN: a Convolutional Transformer for ECG Classification with Discrete Wavelet Transform

Congyu Zou , Mikhael Djajapermana , Eimo Martens , Alexander Müller
2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) 1 -6

1
2023
Self-Supervised k-Space Regularization for Motion-Resolved Abdominal MRI Using Neural Implicit k-Space Representation

Veronika Spieker , Hannah Eichhorn , Jonathan K Stelter , Wenqi Huang
arXiv preprint arXiv:2404.08350

2024
(Predictable) performance bias in unsupervised anomaly detection

Felix Meissen , Svenja Breuer , Moritz Knolle , Alena Buyx
Ebiomedicine 101

2024
Combining generative modelling and semi-supervised domain adaptation for whole heart cardiovascular magnetic resonance angiography segmentation

Marica Muffoletto , Hao Xu , Karl P Kunze , Radhouene Neji
Journal of Cardiovascular Magnetic Resonance 25 ( 1) 80 -80

2023
Self-supervised learning for atrial fibrillation detection with ECG using CNNTransformer

Congyu Zou , Alexander Müller , Eimo Martens , Phillip Müller
2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) 807 -812

2023
Atlas-Based Interpretable Age Prediction In Whole-Body MR Images

Sophie Starck , Yadunandan Vivekanand Kini , Jessica Johanna Maria , Rickmer Braren Ritter
arXiv preprint arXiv:2307.07439

2023
Statistical finite element analysis for bone modeling

Serena Bonaretti , Nils Reimers , Daniel Rückert , Mauricio Reyes
16th Congress of the European Society of Biomechanics (ESB), Lucerne, Switzerland

2008
D-CNNTRN: Discrete Wavelet Transform Based ECG Classification Using a Convolutional Transformer

Congyu Zou , Mikhael Djajapermana , Utschick Wolfgang , Phillip Jan Müller
Available at SSRN 4138904

2022