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Luis Filipe Nakayama

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#diffusion models Open access Oct 2026

Enhancing retinal vessel segmentation generalization via layout-aware generative modelling

Generalization in medical segmentation models is challenging due to limited annotated datasets and imaging variability. To address this, we propose Retinal Layout-Aware Diffusion (RLAD), a novel diffusion-based framework for generating controllable layout-aware images. RLAD conditions image generation on multiple key l...

Jonathan Fhima, Jan Van Eijgen, Lennert Beeckmans et al. · 0 citations

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