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

Nature machine intelligence, 2020-06, Vol.2 (6), p.305-311

2020

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A deep learning model enables accurate prediction and quantification of pulmonary edema from chest X-rays

Critical care (London, England), 2023-05, Vol.27 (1), p.201-201, Article 201

2023

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Acceleration of chemical shift encoding-based water fat MRI for liver proton density fat fraction and T2 mapping using compressed sensing

PloS one, 2019-11, Vol.14 (11), p.e0224988-e0224988

2019

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Magnetic resonance cholangiopancreatography at 3 Tesla: Image quality comparison between 3D compressed sensing and 2D single-shot acquisitions

European journal of radiology, 2019-06, Vol.115, p.53-58

2019

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Improved detection rates and treatment planning of head and neck cancer using dual-layer spectral CT

European radiology, 2018-12, Vol.28 (12), p.4925-4931

2018

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Borderline-resectable pancreatic adenocarcinoma: Contour irregularity of the venous confluence in pre-operative computed tomography predicts histopathological infiltration

PloS one, 2019-01, Vol.14 (1), p.e0208717-e0208717

2019

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Prediction of Tumor Cellularity in Resectable PDAC from Preoperative Computed Tomography Imaging

Cancers, 2021-04, Vol.13 (9), p.2069

2021

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[18F]FDG PET/MRI enables early chemotherapy response prediction in pancreatic ductal adenocarcinoma

EJNMMI research, 2021-07, Vol.11 (1), p.70-70, Article 70

2021

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Algorithmic transparency and interpretability measures improve radiologists’ performance in BI-RADS 4 classification

European radiology, 2023-03, Vol.33 (3), p.1844-1851

2023

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Computed high-b-value high-resolution DWI improves solid lesion detection in IPMN of the pancreas

European radiology, 2023-10, Vol.33 (10), p.6892-6901

2023

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Combined DCE-MRI- and FDG-PET enable histopathological grading prediction in a rat model of hepatocellular carcinoma

European journal of radiology, 2020-03, Vol.124, p.108848-108848, Article 108848

2020

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Qualitative and Quantitative Comparison of Respiratory Triggered Reduced Field-of-View (FOV) Versus Full FOV Diffusion Weighted Imaging (DWI) in Pancreatic Pathologies

Academic radiology, 2021-11, Vol.28, p.S234-S243

2021

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Intensive Care Risk Estimation in COVID-19 Pneumonia Based on Clinical and Imaging Parameters: Experiences from the Munich Cohort

Journal of clinical medicine, 2020-05, Vol.9 (5), p.1514

2020

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Federated learning is not a cure-all for data ethics

Nature machine intelligence, 2024-04, Vol.6 (4), p.370-372

2024

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Camera-based respiratory triggering improves the image quality of 3D magnetic resonance cholangiopancreatography

European journal of radiology, 2019-11, Vol.120, p.108675-108675, Article 108675

2019

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Image-Based Molecular Phenotyping of Pancreatic Ductal Adenocarcinoma

Journal of clinical medicine, 2020-03, Vol.9 (3), p.724

2020

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Clinical Image-Based Procedures, Distributed and Collaborative Learning, Artificial Intelligence for Combating COVID-19 and Secure and Privacy-Preserving Machine Learning: 10th Workshop, CLIP 2021, Second Workshop, DCL 2021, First Workshop, LL-COVID19 2021, and First Workshop and Tutorial, PPML 2021, Held in Conjunction with MICCAI 2021, Strasbourg, France, September 27 and October 1, 2021, Proceedings

1, 2021

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Multiparametric Modelling of Survival in Pancreatic Ductal Adenocarcinoma Using Clinical, Histomorphological, Genetic and Image-Derived Parameters

Journal of clinical medicine, 2020-04, Vol.9 (5), p.1250

2020

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Multi-task Federated Learning for Heterogeneous Pancreas Segmentation

Clinical Image-Based Procedures, Distributed and Collaborative Learning, Artificial Intelligence for Combating COVID-19 and Secure and Privacy-Preserving Machine Learning, p.101-110

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ViTBIS: Vision Transformer for Biomedical Image Segmentation

Clinical Image-Based Procedures, Distributed and Collaborative Learning, Artificial Intelligence for Combating COVID-19 and Secure and Privacy-Preserving Machine Learning, p.34-45

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On the Fairness of Swarm Learning in Skin Lesion Classification

Clinical Image-Based Procedures, Distributed and Collaborative Learning, Artificial Intelligence for Combating COVID-19 and Secure and Privacy-Preserving Machine Learning, p.120-129

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Attention-Guided Pancreatic Duct Segmentation from Abdominal CT Volumes

Clinical Image-Based Procedures, Distributed and Collaborative Learning, Artificial Intelligence for Combating COVID-19 and Secure and Privacy-Preserving Machine Learning, p.46-55

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TMJOAI: An Artificial Web-Based Intelligence Tool for Early Diagnosis of the Temporomandibular Joint Osteoarthritis

Clinical Image-Based Procedures, Distributed and Collaborative Learning, Artificial Intelligence for Combating COVID-19 and Secure and Privacy-Preserving Machine Learning, 2021-01, p.78-87

2021

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Defending Medical Image Diagnostics Against Privacy Attacks Using Generative Methods: Application to Retinal Diagnostics

Clinical Image-Based Procedures, Distributed and Collaborative Learning, Artificial Intelligence for Combating COVID-19 and Secure and Privacy-Preserving Machine Learning, p.174-187

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Bayesian Graph Neural Networks for EEG-Based Emotion Recognition

Clinical Image-Based Procedures, Distributed and Collaborative Learning, Artificial Intelligence for Combating COVID-19 and Secure and Privacy-Preserving Machine Learning, p.24-33

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

A deep learning model enables accurate prediction and quantification of pulmonary edema from chest X-rays

Acceleration of chemical shift encoding-based water fat MRI for liver proton density fat fraction and T2 mapping using compressed sensing

Magnetic resonance cholangiopancreatography at 3 Tesla: Image quality comparison between 3D compressed sensing and 2D single-shot acquisitions

Improved detection rates and treatment planning of head and neck cancer using dual-layer spectral CT

Borderline-resectable pancreatic adenocarcinoma: Contour irregularity of the venous confluence in pre-operative computed tomography predicts histopathological infiltration

Prediction of Tumor Cellularity in Resectable PDAC from Preoperative Computed Tomography Imaging

[18F]FDG PET/MRI enables early chemotherapy response prediction in pancreatic ductal adenocarcinoma

Algorithmic transparency and interpretability measures improve radiologists’ performance in BI-RADS 4 classification

Computed high-b-value high-resolution DWI improves solid lesion detection in IPMN of the pancreas

Combined DCE-MRI- and FDG-PET enable histopathological grading prediction in a rat model of hepatocellular carcinoma

Qualitative and Quantitative Comparison of Respiratory Triggered Reduced Field-of-View (FOV) Versus Full FOV Diffusion Weighted Imaging (DWI) in Pancreatic Pathologies

Intensive Care Risk Estimation in COVID-19 Pneumonia Based on Clinical and Imaging Parameters: Experiences from the Munich Cohort

Federated learning is not a cure-all for data ethics

Camera-based respiratory triggering improves the image quality of 3D magnetic resonance cholangiopancreatography

Image-Based Molecular Phenotyping of Pancreatic Ductal Adenocarcinoma

Multiparametric Modelling of Survival in Pancreatic Ductal Adenocarcinoma Using Clinical, Histomorphological, Genetic and Image-Derived Parameters

Multi-task Federated Learning for Heterogeneous Pancreas Segmentation

ViTBIS: Vision Transformer for Biomedical Image Segmentation

On the Fairness of Swarm Learning in Skin Lesion Classification

Attention-Guided Pancreatic Duct Segmentation from Abdominal CT Volumes

TMJOAI: An Artificial Web-Based Intelligence Tool for Early Diagnosis of the Temporomandibular Joint Osteoarthritis

Defending Medical Image Diagnostics Against Privacy Attacks Using Generative Methods: Application to Retinal Diagnostics

Bayesian Graph Neural Networks for EEG-Based Emotion Recognition

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