Samsung Research America

Photoplethysmography foundation model pretrained by reconstructing masked ECG from PPG, learning cardiac timing structure for wearable health tasks.

Photoplethysmography foundation model whose hierarchical convolutional encoder exposes one embedding per temporal scale and runs entirely on-watch.

Open-source, lightweight generalist vision-language foundation model for diverse biomedical imaging and text tasks.