The Hong Kong Polytechnic University

EEG foundation model for brain-computer interfaces, using amplitude-aware masked pretraining and a progressive mixture-of-experts transformer across diverse electrode setups.

A CLIP-based visual-language foundation model for multi-modal ophthalmic imaging, enabling zero-shot disease detection across 11 modalities including fundus, OCT, and slit-lamp.

A multimodal generalist foundation model for ophthalmic imaging, self-supervised on 2.78M images across 11 modalities for diagnosis, prognosis, and visual question answering.