Eindhoven University of Technology

Cardiac foundation model with one shared Transformer encoder for ECG, PPG, and PCG, aligning modalities in latent cardiac time via a learned delay.

Flow-matching generative model that synthesizes fluorescence images of human fibroblasts conditioned on surface micro-topographies.

Vision-language model that drafts case-level pathology reports for cutaneous melanocytic lesions and retrieves slides and reports across modalities.

ECG foundation model pretrained on 12-lead waveforms paired with clinical reports, enabling label-efficient and zero-shot cardiac diagnosis.