Prov-GigaPath (Microsoft, Providence)
An open pathology model trained on 1.3 billion image tiles from a US health system, modelling whole slides at gigapixel scale.
Published in Nature in 2024, Prov-GigaPath was trained on 171,189 slides from 30,000+ Providence patients; uses LongNet dilated attention to model entire slides. Open weights; strong on mutation prediction and cancer subtyping.
How it works
Tile encoder (DINOv2) plus a slide-level LongNet encoder.
- Open weights
- Whole-slide context
- Single health system source
- Heavy compute
Latest papers
topQuery for this technology: (TITLE:"Prov-GigaPath" OR ABSTRACT:"Prov-GigaPath" OR TITLE:"Microsoft, Providence" OR ABSTRACT:"Microsoft, Providence") AND (cancer OR tumor OR tumour OR oncology OR carcinoma OR lymphoma OR leukemia OR leukaemia OR myeloma OR sarcoma OR melanoma OR glioma). Results are unfiltered search hits about Prov-GigaPath (Microsoft, Providence), not a curated reading list.
Pages like this
not linked directly; found by shared links- TechnologyVirchow / Virchow2 (Paige, MSK)
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Shares AI in the oncology clinic: from narrow cleared tools to multimodal decision support, Pathology & radiology foundation models and the tags foundation-model, pathology.
- TechnologyTITAN (whole-slide multimodal model)
Shares AI in the oncology clinic: from narrow cleared tools to multimodal decision support, Pathology & radiology foundation models and the tags foundation-model, pathology.
- TechnologyAtlas (Aignostics, Mayo Clinic, Charité)
Shares AI in the oncology clinic: from narrow cleared tools to multimodal decision support, Pathology & radiology foundation models and the tags foundation-model, pathology.
- TechnologyCHIEF (Harvard, Yu Lab)
Shares Pathology & radiology foundation models and the tags foundation-model, pathology.
- TechnologyPhikon / Phikon-v2 (Owkin)
Shares Pathology & radiology foundation models and the tags foundation-model, pathology.
- TechnologyPLUTO (PathAI)
Shares Pathology & radiology foundation models and the tags foundation-model, pathology.
- TechnologyUNI and CONCH (Harvard, Mahmood Lab)
Shares Pathology & radiology foundation models and the tags foundation-model, pathology.