HealthGPT
by Zhejiang University, University of Electronic Science and Technology, AlibabaHealthGPT is a medical visual language model for medical image analysis, diagnosis assistance, and text generation.
What is HealthGPT?
HealthGPT is an advanced medical visual language model (Med-LVLM) developed by Zhejiang University, University of Electronic Science and Technology, and Alibaba. It integrates visual comprehension and generation tasks using Heterogeneous Low-Rank Adaptation (H-LoRA) technology, enabling efficient medical image analysis, diagnostic assistance, and text generation.
Main Features of HealthGPT
- Medical Image Analysis and Diagnostic Assistance: Processes medical images (e.g., X-rays, CT scans) to assist in diagnosis.
- Visual Question Answering: Answers questions based on medical images, explaining abnormalities or lesions.
- Medical Text Generation: Generates medical texts like diagnostic reports and summaries.
- Multimodal Fusion: Combines visual and textual information for comprehensive medical understanding.
- Personalized Treatment Plans: Generates tailored treatment plans based on patient data.
Technical Principles
- Heterogeneous Low-Rank Adaptation (H-LoRA): Separates visual understanding and generation tasks to avoid conflicts.
- Hierarchical Visual Perception (HVP): Handles different visual granularity requirements efficiently.
- Three-Stage Learning Strategy (TLS): Enables quick adaptation to various medical tasks.
Application Scenarios
- Medical Image Generation: Generates high-quality medical images for diagnosis and research.
- Medical Education and Research: Assists in teaching and research by analyzing medical data.
- Smart Health Assistant: Provides health data queries and daily health management suggestions.
Project Resources
- Project Website: https://llsuzy.github.io/HealthGPT.github.io/
- GitHub Repository: https://github.com/DCDmllm/HealthGPT
- HuggingFace Model Library: https://huggingface.co/lintw/HealthGPT-M3
- arXiv Technical Paper: https://arxiv.org/pdf/2502.09838
Model Capabilities
Model Type
multimodal
Supported Tasks
Medical Image Analysis
Diagnostic Assistance
Visual Question Answering
Medical Text Generation
Multimodal Fusion
Personalized Treatment Planning
Tags
Medical AI
Visual Language Model
HealthTech
Medical Imaging
AI in Healthcare
Multimodal AI
Diagnostic Assistance
Medical Text Generation
Image Analysis
Personalized Treatment
Usage & Integration
Pricing
free
License
Open Source
Screenshots & Images
Primary Screenshot
Additional Images
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