Michael roberts

Principal Researcher, DAMTP & Do Medicine, University of Cambridge

Joined

May 2024

Names

Michael roberts (Preferred)

Michael Roberts

Emails

****@cam.ac.uk (Confirmed)

Personal Links

DBLP

ORCID

Career & Education History

Principal Researcher

DAMTP & Do Medicine, University of Cambridge (cam.ac.uk)

2019 – 2026

Advisors, Relations & Conflicts

No relations added

Expertise

No areas of expertise listed

Publications

FedMAP: Unlocking Potential in Personalized Federated Learning through Bi-Level MAP Optimization
Fan Zhang, Carlos Esteve Yague, Sören Dittmer, Carola-Bibiane Schönlieb, Michael roberts
- Submitted to ICLR 2025
- Readers: Everyone
Publisher Correction: The curious case of the test set AUROC
Michael Roberts, Alon Hazan, Sören Dittmer, James H. F. Rudd, Carola-Bibiane Schönlieb
- Nat. Mac. Intell. 2024
- Readers: Everyone
Deep Generative Classification of Blood Cell Morphology
Simon Deltadahl, Julian D. Gilbey, Christine van Laer, Nancy Boeckx, Mathie Leers, Tanya Freeman, Laura Aiken, Timothy Farren, Matthew Smith, Mohamad Zeina, BloodCounts Consortium, Concetta Piazzese, Joseph Taylor, Nicholas S. Gleadall, Carola-Bibiane Schönlieb, Suthesh Sivapalaratnam, Michael Roberts, Parashkev Nachev
- CoRR 2024
- Readers: Everyone
A study of why we need to reassess full reference image quality assessment with medical images
Anna Breger, Ander Biguri, Malena Sabaté Landman, Ian Selby, Nicole Amberg, Elisabeth Brunner, Janek Gröhl, Sepideh Hatamikia, Clemens Karner, Lipeng Ning, Sören Dittmer, Michael Roberts, AIX-COVNET Collaboration, Carola-Bibiane Schönlieb
- CoRR 2024
- Readers: Everyone
FedMAP: Unlocking Potential in Personalized Federated Learning through Bi-Level MAP Optimization
Fan Zhang, Carlos Esteve-Yagüe, Sören Dittmer, Carola-Bibiane Schönlieb, Michael Roberts
- CoRR 2024
- Readers: Everyone
A study on the adequacy of common IQA measures for medical images
Anna Breger, Clemens Karner, Ian Selby, Janek Gröhl, Sören Dittmer, Edward Lilley, Judith Babar, Jake Beckford, Timothy J. Sadler, Shahab Shahipasand, Arthikkaa Thavakumar, Michael Roberts, Carola-Bibiane Schönlieb
- CoRR 2024
- Readers: Everyone
The curious case of the test set AUROC
Michael Roberts, Alon Hazan, Sören Dittmer, James H. F. Rudd, Carola-Bibiane Schönlieb
- Nat. Mac. Intell. 2024
- Readers: Everyone
Recent methodological advances in federated learning for healthcare
Fan Zhang, Daniel Kreuter, Yichen Chen, Sören Dittmer, Samuel Tull, Tolou Shadbahr, Martijn Schut, Folkert W. Asselbergs, Sujoy Kar, Suthesh Sivapalaratnam, Sophie Williams, Mickey Koh, Yvonne Henskens, Bart de Wit, Umberto D'alessandro, Bubacarr Bah, Ousman Secka, Parashkev Nachev, Rajeev Gupta, Sara Trompeter et al. (15 additional authors not shown)
- Patterns 2024
- Readers: Everyone
Active Reduction of Apparent Cable Capacitance
Alexander Melin, Michael Roberts, Roger Kisner
- Sensors 2023
- Readers: Everyone
Navigating the development challenges in creating complex data systems
Sören Dittmer, Michael Roberts, Julian D. Gilbey, Ander Biguri, Ian Selby, Anna Breger, Matthew Thorpe, Jonathan R. Weir-McCall, Effrossyni Gkrania-Klotsas, Anna Korhonen, Emily R. Jefferson, Georg Langs, Guang Yang, Helmut Prosch, Jan Stanczuk, Jing Tang, Judith Babar, Lorena Escudero Sanchez, Philip Teare, Mishal Patel et al. (10 additional authors not shown)
- Nat. Mac. Intell. 2023
- Readers: Everyone

View all 46 publications

Co-Authors

View all 244 co-authors