pathology-foundation-model 开源项目推荐（13 个）

mahmoodlab /UNI

病理学基础模型 - Nature Medicine

mahmoodlab /TITAN

Multimodal Whole Slide Foundation Model for Pathology - Nature Medicine

mahmoodlab /CORAL

Spatial biology processing suite

Luoxd1996 /nnMIL

[Nat. Biomed. Eng, 2026] nnMIL: A generalizable multiple instance learning framework for computational pathology

mahmoodlab /SEAL

Spatial Expression-Aligned Learning to improve pathology foundation models

AtlasAnalyticsLab /MOOZY

[ECCV 2026] A Patient-First Foundation Model for Computational Pathology

zdipath /CARE

A Molecular-Guided Foundation Model with Adaptive Region Modeling for Whole Slide Image Analysis

HyeongSubKim /GeneRAG

[MICCAI2026] Official Repo of "GeneRAG: A Retrieval-Augmented Framework for Spatially Resolved Gene Expression Prediction"

wenhaozhang0066 /CleanSlide

CleanSlide: A Leakage-Audited and Shortcut-Controlled Benchmark for Whole-Slide Vision–Language Models

TristanLecourtois /JEPA-Histo

JEPA-Histo: Joint-Embedding Predictive Architecture for Histopathology Representation Learning

RamonKaspar /wsistream

Modular online patch streaming from whole-slide images for training pathology foundation models. No pre-extraction, no disk overhead – patches are sampled, filtered, and augmented on-the-fly.

RamonKaspar /pathology-eval

A unified benchmarking harness for pathology foundation models. It stitches three upstream benchmark suites (eva by kaiko, HEST, and PLISM) behind a single CLI with a pluggable model registry.

JunboShen /slide-level-pretraining

Pathology whole-slide images (WSIs) pretraining