Bowang Lab
Part of University of Toronto
A University of Toronto and Vector Institute machine learning lab building AI for medicine, from medical imaging to single-cell and clinical data.
Models (5)
Protein function prediction model that autoregressively generates Gene Ontology terms from amino acid sequence instead of classifying fixed labels.
Joint-embedding predictive foundation model for echocardiography, pretrained on 18M cardiac ultrasound videos for artifact-robust representations.
Mamba-based mature RNA foundation model, contrastively trained on splice isoforms and 400+ mammalian species orthologs for mRNA property prediction.
Generative pretrained transformer trained on 33 million human cells for single-cell annotation, batch correction, and perturbation prediction.
MedSAM
Bowang Lab / University Health Network / University of Toronto / Vector Institute / Western University / New York University / Yale University
Released January 22, 2024
Promptable foundation model for universal medical image segmentation, fine-tuned from SAM on 1.57M image-mask pairs across 10 imaging modalities.