Siemens Healthineers

Cardiac MR video foundation model whose frozen encoder estimates ejection fraction, myocardial strain and cardiomyopathy from cine, LGE and mapping.

Medical imaging foundation model unifying pathology and radiology, serving classification and segmentation on 2D, 3D and gigapixel inputs.

Echocardiography vision foundation model self-distilled on 20 million ultrasound images from 11 clinical centres, with swappable task decoders.

Cardiac MR vision foundation model self-supervised on 36 million images, fine-tuned for segmentation, view classification and pathology detection.