Hibou is a family of open pathology foundation models under a permissive licence.
Hibou is a family of open pathology foundation models from HistAI, vision transformers pretrained with the DINOv2 self-supervised method on more than 1M slides. The two released sizes, Hibou-B and Hibou-L, are published under an Apache 2.0 licence, which allows research and commercial use without negotiation and has made them common starting points for smaller groups building slide classifiers. The 2024 arXiv paper reports the models and their benchmark performance. Hibou is smaller in scale than the leading pathology models, so groups with demanding tasks may see better results from larger backbones, and like all such models it needs task-specific validation before clinical use. For a newcomer: Hibou is a free, permissively licensed pathology model that anyone can download and fine-tune.
Hibou is a ViT pretrained with DINOv2.
Query for this technology: (TITLE:"Hibou" OR ABSTRACT:"Hibou" OR TITLE:"HistAI" OR ABSTRACT:"HistAI") 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 Hibou (HistAI), not a curated reading list.
Shares Pathology & radiology foundation models and the tags foundation-model, pathology.
Shares Pathology & radiology foundation models and the tags foundation-model, pathology.
Shares Pathology & radiology foundation models and the tags foundation-model, pathology.
Shares Pathology & radiology foundation models and the tags foundation-model, pathology.
Shares Pathology & radiology foundation models and the tags foundation-model, pathology.
Shares Pathology & radiology foundation models and the tags foundation-model, pathology.
Shares Pathology & radiology foundation models and the tags foundation-model, pathology.
Shares Pathology & radiology foundation models and the tags foundation-model, pathology.
Open-source projects that implement or serve this technology, from OnCo's own catalogue: licence and last activity as the repository reported them on the day of the fetch. Listing is not endorsement; check the licence before reuse and the validation before clinical use.
HistAI's family of pathology foundation models with an open-weights base release.