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Georgios Kaissis · SciRah

Researcher profile · Semantic Scholar

Georgios Kaissis

Technical University of Munich
Helmholtz Munich
Imperial College London

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Georgios Kaissis — researcher profile on SciRah

ORCID iD 0000-0001-8382-8062Homepage

h-index: 31
Works: 139
Citations: 7,979

Most-cited papers

Secure, privacy-preserving and federated machine learning in medical imaging
Georgios Kaissis, M. Makowski, D. Rückert, R. Braren
2020Nature Machine Intelligence1,526 citations Open access
Semantic Scholar
FUTURE-AI: international consensus guideline for trustworthy and deployable artificial intelligence in healthcare
Karim Lekadir, Alejandro F Frangi, A. R. Porras, Ben Glocker +116 more
2023British medical journal839 citations Open access
Semantic Scholar
End-to-end privacy preserving deep learning on multi-institutional medical imaging
Georgios Kaissis, A. Ziller, Jonathan Passerat-Palmbach, T. Ryffel +10 more
2021Nature Machine Intelligence509 citations
Semantic Scholar
Federated deep learning for detecting COVID-19 lung abnormalities in CT: a privacy-preserving multinational validation study
Q. Dou, Tiffany Y. So, Meirui Jiang, Quande Liu +17 more
2021npj Digital Medicine266 citations Open access
Semantic Scholar
PySyft: A Library for Easy Federated Learning
A. Ziller, Andrew Trask, Antonio Lopardo, Benjamin Szymkow +9 more
2021259 citations
Semantic Scholar
Interactive and Explainable Region-guided Radiology Report Generation
Tim Tanida, Philip Müller, Georgios Kaissis, D. Rueckert
2023Computer Vision and Pattern Recognition257 citations Open access
Semantic Scholar
A distinct stimulatory cDC1 subpopulation amplifies CD8+ T cell responses in tumors for protective anti-cancer immunity.
Philippa Meiser, Moritz A. Knolle, Anna Hirschberger, G. D. de Almeida +19 more
2023Cancer Cell181 citations Open access
Semantic Scholar
Medical imaging deep learning with differential privacy
A. Ziller, Dmitrii Usynin, R. Braren, M. Makowski +2 more
2021Scientific Reports175 citations Open access
Semantic Scholar
Joint Learning of Localized Representations from Medical Images and Reports
Philip Müller, Georgios Kaissis, Cong Zou, D. Rueckert
2021European Conference on Computer Vision144 citations Open access
Semantic Scholar
Relationformer: A Unified Framework for Image-to-Graph Generation
Suprosanna Shit, Rajat Koner, B. Wittmann, J. Paetzold +7 more
2022European Conference on Computer Vision100 citations Open access
Semantic Scholar
Encrypted federated learning for secure decentralized collaboration in cancer image analysis
D. Truhn, Soroosh Tayebi Arasteh, Oliver Lester Saldanha, Gustav Müller-Franzes +23 more
2022medRxiv99 citations Open access
Semantic Scholar
Federated electronic health records for the European Health Data Space.
René Raab, A. Küderle, Anastasiya Zakreuskaya, A. D. Stern +7 more
2023The Lancet Digital Health85 citations Open access
Semantic Scholar
Intensive Care Risk Estimation in COVID-19 Pneumonia Based on Clinical and Imaging Parameters: Experiences from the Munich Cohort
Egon Burian, Friederike Jungmann, Georgios Kaissis, Fabian K. Lohöfer +12 more
2020medRxiv76 citations Open access
Semantic Scholar
RATCHET: Medical Transformer for Chest X-ray Diagnosis and Reporting
Benjamin Hou, Georgios Kaissis, R. Summers, Bernhard Kainz
2021International Conference on Medical Image Computing and Computer-Assisted Intervention75 citations Open access
Semantic Scholar
Adversarial interference and its mitigations in privacy-preserving collaborative machine learning
Dmitrii Usynin, A. Ziller, Marcus R. Makowski, R. Braren +4 more
2021Nature Machine Intelligence64 citations
Semantic Scholar
Joint Imaging Platform for Federated Clinical Data Analytics
Jonas Scherer, M. Nolden, Jens Kleesiek, J. Metzger +57 more
2020JCO Clinical Cancer Informatics57 citations Open access
Semantic Scholar
Preserving fairness and diagnostic accuracy in private large-scale AI models for medical imaging
Soroosh Tayebi Arasteh, A. Ziller, C. Kuhl, Marcus R. Makowski +5 more
2023Communications Medicine54 citations Open access
Semantic Scholar
Deep Convolutional Neural Network-Assisted Feature Extraction for Diagnostic Discrimination and Feature Visualization in Pancreatic Ductal Adenocarcinoma (PDAC) versus Autoimmune Pancreatitis (AIP)
S. Ziegelmayer, Georgios Kaissis, Felix N. Harder, Friederike Jungmann +3 more
2020Journal of Clinical Medicine49 citations Open access
Semantic Scholar
Image-Based Molecular Phenotyping of Pancreatic Ductal Adenocarcinoma
Georgios Kaissis, S. Ziegelmayer, F. Lohöfer, Felix N. Harder +11 more
2020Journal of Clinical Medicine47 citations Open access
Semantic Scholar
Implementing cell-free DNA of pancreatic cancer patient-derived organoids for personalized oncology.
Z. Dantes, Hsi-Yu Yen, N. Pfarr, C. Winter +43 more
2020JCI Insight45 citations Open access
Semantic Scholar
Unsupervised Pathology Detection: A Deep Dive Into the State of the Art
Ioannis Lagogiannis, Felix Meissen, Georgios Kaissis, D. Rueckert
2023IEEE Transactions on Medical Imaging43 citations Open access
Semantic Scholar
Differentially private training of residual networks with scale normalisation
Helena Klause, A. Ziller, D. Rueckert, K. Hammernik +1 more
2022arXiv.org39 citations Open access
Semantic Scholar
Unsupervised Anomaly Localization with Structural Feature-Autoencoders
Felix Meissen, J. Paetzold, Georgios Kaissis, D. Rueckert
2022BrainLes@MICCAI39 citations Open access
Semantic Scholar
Differentially Private Graph Neural Networks for Whole-Graph Classification
T. Mueller, J. Paetzold, Chinmay Prabhakar, Dmitrii Usynin +2 more
2022IEEE Transactions on Pattern Analysis and Machine Intelligence36 citations Open access
Semantic Scholar
Challenging Current Semi-supervised Anomaly Segmentation Methods for Brain MRI
Felix Meissen, Georgios Kaissis, D. Rueckert
2021BrainLes@MICCAI36 citations Open access
Semantic Scholar
Whole Brain Vessel Graphs: A Dataset and Benchmark for Graph Learning and Neuroscience
J. Paetzold, J. McGinnis, Suprosanna Shit, I. Ezhov +8 more
2021NeurIPS Datasets and Benchmarks34 citations
Semantic Scholar
Differentially private federated deep learning for multi-site medical image segmentation
A. Ziller, Dmitrii Usynin, Nicolas W. Remerscheid, Moritz A. Knolle +4 more
2021arXiv.org32 citations
Semantic Scholar
sPLINK: a hybrid federated tool as a robust alternative to meta-analysis in genome-wide association studies
Reza Nasirigerdeh, Reihaneh Torkzadehmahani, J. Matschinske, Tobias Frisch +11 more
2022Genome Biology29 citations Open access
Semantic Scholar
Beyond Gradients: Exploiting Adversarial Priors in Model Inversion Attacks
Dmitrii Usynin, D. Rueckert, Georgios Kaissis
2022ACM Transactions on Privacy and Security28 citations Open access
Semantic Scholar
Flimma: a federated and privacy-aware tool for differential gene expression analysis
O. Zolotareva, Reza Nasirigerdeh, J. Matschinske, Reihaneh Torkzadehmahani +11 more
2021Genome Biology28 citations Open access
Semantic Scholar
On the Pitfalls of Using the Residual Error as Anomaly Score
Felix Meissen, Benedikt Wiestler, Georgios Kaissis, D. Rueckert
2022International Conference on Medical Imaging with Deep Learning25 citations
Semantic Scholar
U-Noise: Learnable Noise Masks for Interpretable Image Segmentation
Teddy Koker, FatemehSadat Mireshghallah, Tom Titcombe, Georgios Kaissis
2021International Conference on Information Photonics25 citations Open access
Semantic Scholar
Bounding data reconstruction attacks with the hypothesis testing interpretation of differential privacy
Georgios Kaissis, Jamie Hayes, A. Ziller, D. Rueckert
2023arXiv.org24 citations Open access
Semantic Scholar
Radiological Reports Improve Pre-training for Localized Imaging Tasks on Chest X-Rays
Philip Müller, Georgios Kaissis, Cong Zou, D. Rueckert
2022International Conference on Medical Image Computing and Computer-Assisted Intervention21 citations
Semantic Scholar
SoK: Differential Privacy on Graph-Structured Data
T. Mueller, Dmitrii Usynin, J. Paetzold, D. Rueckert +1 more
2022arXiv.org21 citations Open access
Semantic Scholar
Angpt2/Tie2 autostimulatory loop controls tumorigenesis
Ninelia Minaskan Karabid, Tobias Wiedemann, S. Gulde, Hermine Mohr +17 more
2022EMBO Molecular Medicine20 citations Open access
Semantic Scholar
Algorithmic transparency and interpretability measures improve radiologists’ performance in BI-RADS 4 classification
Friederike Jungmann, S. Ziegelmayer, F. Lohoefer, Stephan Metz +5 more
2022European Radiology19 citations Open access
Semantic Scholar
Hyperpolarized 13C pyruvate magnetic resonance spectroscopy for in vivo metabolic phenotyping of rat HCC
Elisabeth Bliemsrieder, Georgios Kaissis, Martin Grashei, G. Topping +15 more
2021Scientific Reports19 citations Open access
Semantic Scholar
Multiparametric Modelling of Survival in Pancreatic Ductal Adenocarcinoma Using Clinical, Histomorphological, Genetic and Image-Derived Parameters
Georgios Kaissis, Friederike Jungmann, S. Ziegelmayer, F. Lohöfer +10 more
2020Journal of Clinical Medicine19 citations Open access
Semantic Scholar
Efficient, high-performance semantic segmentation using multi-scale feature extraction
Moritz A. Knolle, Georgios Kaissis, Friederike Jungmann, S. Ziegelmayer +4 more
2020PLoS ONE18 citations Open access
Semantic Scholar
Preserving privacy in domain transfer of medical AI models comes at no performance costs: The integral role of differential privacy
S. T. Arasteh, Mahshad Lotfinia, T. Nolte, Marwin Saehn +5 more
2023Radiology: Artificial Intelligence17 citations Open access
Semantic Scholar
Anatomy-Driven Pathology Detection on Chest X-rays
Philip Müller, Felix Meissen, Johannes Brandt, Georgios Kaissis +1 more
2023International Conference on Medical Image Computing and Computer-Assisted Intervention17 citations Open access
Semantic Scholar
[18F]FDG PET/MRI enables early chemotherapy response prediction in pancreatic ductal adenocarcinoma
Felix N. Harder, Friederike Jungmann, Georgios Kaissis, F. Lohöfer +16 more
2021EJNMMI Research16 citations Open access
Semantic Scholar
Whole Brain Vessel Graphs: A Dataset and Benchmark for Graph Learning and Neuroscience (VesselGraph)
J. Paetzold, J. McGinnis, Suprosanna Shit, I. Ezhov +8 more
2021arXiv.org16 citations Open access
Semantic Scholar
Zen and the art of model adaptation: Low-utility-cost attack mitigations in collaborative machine learning
Dmitrii Usynin, D. Rueckert, Jonathan Passerat-Palmbach, Georgios Kaissis
2021Proceedings on Privacy Enhancing Technologies15 citations Open access
Semantic Scholar
HyFed: A Hybrid Federated Framework for Privacy-preserving Machine Learning
Reza Nasirigerdeh, Reihaneh Torkzadehmahani, J. Matschinske, J. Baumbach +2 more
2021arXiv.org14 citations
Semantic Scholar
Prediction of Tumor Cellularity in Resectable PDAC from Preoperative Computed Tomography Imaging
Friederike Jungmann, Georgios Kaissis, S. Ziegelmayer, Felix N. Harder +10 more
2021Cancers13 citations Open access
Semantic Scholar
Mass Spectrometry Imaging of atherosclerosis-affine Gadofluorine following Magnetic Resonance Imaging
F. Lohöfer, Rebecca Buchholz, A. Glinzer, K. Huber +15 more
2020Scientific Reports13 citations Open access
Semantic Scholar
Membership Inference Attacks Against Semantic Segmentation Models
Tomás Chobola, Dmitrii Usynin, Georgios Kaissis
2022AISec@CCS12 citations Open access
Semantic Scholar
(Predictable) performance bias in unsupervised anomaly detection
Felix Meissen, Svenja Breuer, Moritz A. Knolle, Alena Buyx +4 more
2023EBioMedicine11 citations Open access
Semantic Scholar

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