Academic Papers
Research Areas
Deep Learning; Self-supervised Learning; Foundation Models; Medical Image Analysis; Biomarker Discovery; Disease Progression Modeling; Longitudinal Analysis; Multimodal Learning; Retinal Imaging; Age-related Macular Degeneration; Optical Coherence Tomography (OCT)
Recent Publications
Specialized curricula for training vision-language models in retinal image analysis
Robbie Holland, Thomas R. P. Taylor, Christopher Holmes, Sophie Riedl, Julia Mai, Maria Patsiamanidi, Dimitra Mitsopoulou, Paul Hager, Philip Müller, Hendrik P. N. Scholl, Hrvoje Bogunović, Ursula Schmidt-Erfurth, Daniel Rueckert, Sobha Sivaprasad, Andrew J. Lotery, Martin J. Menten
Journal: Under review at npj Digital Medicine
Deep Learning–Based Clustering of OCT Images for Biomarker Discovery in Age-Related Macular Degeneration
Robbie Holland, Rebecca Kaye, Ahmed M. Hagag, Oliver Leingang, Thomas R.P. Taylor, Hrvoje Bogunović, Ursula Schmidt-Erfurth, Hendrik P.N. Scholl, Daniel Rueckert, Andrew J. Lotery, Sobha Sivaprasad, Martin J. Menten
Journal: Ophthalmology Science, Volume 4, Issue 6, November–December 2024
Metadata-enhanced contrastive learning from retinal optical coherence tomography images
Robbie Holland, Oliver Leingang, Hrvoje Bogunović, Sophie Riedl, Lars Fritsche, Toby Prevost, Hendrik P.N. Scholl, Ursula Schmidt-Erfurth, Sobha Sivaprasad, Andrew J. Lotery, Daniel Rueckert, Martin J. Menten
Journal: Medical Image Analysis, Volume 97, October 2024
Spatiotemporal Representation Learning for Short and Long Medical Image Time Series
Chengzhi Shen, Martin J. Menten, Hrvoje Bogunović, Ursula Schmidt-Erfurth, Hendrik P. N. Scholl, Sobha Sivaprasad, Andrew Lotery, Daniel Rueckert, Paul Hager & Robbie Holland
Conference: Medical Image Computing and Computer Assisted Intervention (MICCAI), October 2024
Evaluation and mitigation of the limitations of large language models in clinical decision-making
Paul Hager, Friederike Jungmann, Robbie Holland, Kunal Bhagat, Inga Hubrecht, Manuel Knauer, Jakob Vielhauer, Marcus Makowski, Rickmer Braren, Georgios Kaissis, Daniel Rueckert
Journal: Nature Medicine, Volume 30, Pages 2613–2622, July 2024
Clustering Disease Trajectories in Contrastive Feature Space for Biomarker Proposal in Age-Related Macular Degeneration
Robbie Holland, Oliver Leingang, Christopher Holmes, Philipp Anders, Rebecca Kaye, Sophie Riedl, Johannes C. Paetzold, Ivan Ezhov, Hrvoje Bogunović, Ursula Schmidt-Erfurth, Hendrik P. N. Scholl, Sobha Sivaprasad, Andrew J. Lotery, Daniel Rueckert, Martin J. Menten
Conference: Medical Image Computing and Computer Assisted Intervention (MICCAI), October 2023