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20232026
most citedBest of Both Worlds: Multimodal Contrastive Learning with Tabular and Imaging Data

3 citations · 12 across the 21 of their papers we have counts for

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5 papers · 1 filter

eess.IV2025

Skelite: Compact Neural Networks for Efficient Iterative Skeletonization

Luis D. Reyes Vargas, Martin J. Menten, Johannes C. Paetzold +2

Skeletonization extracts thin representations from images that compactly encode their geometry and topology. These representations have become an important topological prior for pr…

eess.IV2024

Deep-learning-based clustering of OCT images for biomarker discovery in age-related macular degeneration (Pinnacle study report 4)

Robbie Holland, Rebecca Kaye, Ahmed M. Hagag +9

Diseases are currently managed by grading systems, where patients are stratified by grading systems into stages that indicate patient risk and guide clinical management. However, t…

eess.IV2024

Diff-Def: Diffusion-Generated Deformation Fields for Conditional Atlases

Sophie Starck, Vasiliki Sideri-Lampretsa, Bernhard Kainz +3

Anatomical atlases are widely used for population studies and analysis. Conditional atlases target a specific sub-population defined via certain conditions, such as demographics or…

eess.IV2023

Metrics to Quantify Global Consistency in Synthetic Medical Images

Daniel Scholz, Benedikt Wiestler, Daniel Rueckert +1

Image synthesis is increasingly being adopted in medical image processing, for example for data augmentation or inter-modality image translation. In these critical applications, th…

eess.IV2023

Synthetic optical coherence tomography angiographs for detailed retinal vessel segmentation without human annotations

Linus Kreitner, Johannes C. Paetzold, Nikolaus Rauch +11

Optical coherence tomography angiography (OCTA) is a non-invasive imaging modality that can acquire high-resolution volumes of the retinal vasculature and aid the diagnosis of ocul…