What is the RuiPath Pathology Large Model
The RuiPath Pathology Large Model (RuiPath) is a clinical-grade domestic multimodal interactive pathology large model jointly launched by Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine and Huawei. The model covers common cancer types accounting for 90% of the annual incidence of all cancer types in China, including rare diseases such as pituitary neuroendocrine tumors. Through multimodal data fusion (images, text, etc.), it covers multiple fields such as clinical, imaging, and pathology, with broad data dimensions and complete labels, and can accurately reflect disease characteristics.
Main functions of the RuiPath Pathology Large Model
- Multimodal data fusion: RuiPath integrates multiple data modalities such as images and text, covering multiple fields such as clinical, imaging, and pathology, with broad data dimensions and complete labels, and can comprehensively reflect disease characteristics.
- Efficient assisted diagnosis: The model can accurately identify lesion areas in advance, and the AI diagnosis time for a single slide is only a few seconds, transforming doctors' work mode from the traditional "slide-by-slide diagnosis" to "step-by-step review," significantly improving diagnostic efficiency.
- Interactive diagnostic dialogue: Doctors can obtain assisted diagnosis suggestions through real-time interaction with the model, further improving diagnostic accuracy and work efficiency.
- Broad disease coverage: RuiPath covers 90% of the annual incidence population of common cancer types in China, including rare diseases such as pituitary neuroendocrine tumors.
- Four major innovations: RuiPath has achieved scenario and application innovation, model and algorithm innovation, storage-computation collaboration innovation, and AI toolchain innovation, promoting the intelligent development of pathology diagnosis.
Technical principles of the RuiPath Pathology Large Model
- Deep learning and knowledge learning: RuiPath is based on deep learning algorithms and conducts self-learning and optimization from massive historical pathology data. In a short time, it "studied" more than 300 pathology diagnosis books and analyzed 1 million digital slides. It has acquired expert-level diagnostic capabilities.
- Huawei DCS AI solution: RuiPath is developed based on Huawei's DCS AI solution, supporting data engineering tooling and system-level model training and inference acceleration capabilities, significantly improving the model's training, inference, and fine-tuning efficiency.
- Interactive diagnostic mode: RuiPath can accurately identify lesion areas in advance, and the AI diagnosis time for a single slide is only a few seconds. Doctors can review AI diagnosis results through real-time interaction with the model, upgrading the traditional "slide-by-slide diagnosis" mode to a "step-by-step review" mode, significantly improving diagnostic efficiency.
Application scenarios of the RuiPath Pathology Large Model
- Pathology diagnosis assistance: RuiPath can accurately identify lesion areas in pathology slides in advance, and the AI diagnosis time for a single slide is only a few seconds. The work mode of pathologists has changed from the traditional "slide-by-slide diagnosis" to "step-by-step review," and doctors only need to review the AI diagnosis results, improving diagnostic efficiency and quality.
- Clinical diagnosis support: RuiPath covers common cancer types accounting for 90% of the annual cancer incidence population in China, and also covers rare diseases such as pituitary neuroendocrine tumors. Its accuracy for subspecialty knowledge question answering is as high as over 90%, and it can provide doctors with expert-level diagnostic suggestions.
- Empowerment of primary healthcare: In response to the shortage and uneven distribution of pathologists in China, RuiPath can improve the pathology diagnosis capabilities of primary hospitals through AI technology and reduce the misdiagnosis rate.
- Promotion of medical AI solutions: Based on Huawei's DCS AI solution, RuiPath provides a scalable intelligent healthcare solution for other medical institutions.
- Medical Education and Training: RuiPath can be used for medical education and training to help young doctors rapidly improve their pathology diagnostic skills.