UnPuzzle
One of the first Open Source
Unified Pathology AI Framework
An open-source unified framework built for global pathology AI researchers, providing complete toolchain from data processing to model deployment, accelerating pathology artificial intelligence technology development.
Core Framework Features
A unified framework built on open source principles, providing comprehensive support for pathology AI research
Unified Research Framework
Provides standardized pathology AI research toolchain, unifying data processing, model training, evaluation and deployment processes, simplifying research work.
Multi-Algorithm Compatible
Supports multiple deep learning frameworks and algorithmic models with flexible interface design, facilitating researchers to quickly integrate and compare different methods.
Open Source Community Driven
Built on open source principles, encouraging global researchers to contribute code and innovative ideas, forming an active technical exchange ecosystem.
Highly Scalable
Modular architecture design supporting flexible deployment from single machine to cluster, meeting different scales of research needs and computing resource configurations.
Cutting-edge R&D Infrastructure Services for UnPuzzle
Advanced AI infrastructure optimization to accelerate research and product deployment
Secure Cloud Computing Cluster Services
Hosting data-center, providing computing platform solutions that support data govegence, model training and deploment, with flexible resource configration and billing
Close-circus SOTA Pipeline Support
Hosting large-scale, broad-coverage databases and standardized system codebases to help researchers rapidly build up projects, benchmark performance, scale up the research values, and ensure full reproducibility
Advanced Model Deployment Support
Standardized deployment of UnPuzzle-built models of all sizes, with flexible allocation of public and private computing power and security solutions
Cutting-Edge Research Collaboration
Outstanding team of pathology and AI experts, with over 200 high-impact publications and extensive academic expertise, driving the continued advancement of the UnPuzzle research platform
For more service details or customized solutions, please contact our technical team
Contact UsTechnical Architecture
Modular design with flexible configuration, supporting full-process development from research to production
Data Processing
- Multi-format pathology image support
- Intelligent data preprocessing
- Annotation tool integration
Model Training
- Distributed training support
- Multi-GPU optimization
- Automatic hyperparameter tuning
Algorithm Integration
- Classic CNN architectures
- Transformer models
- Pathology Foundation Model Support
Evaluation & Deployment
- Standardized evaluation metrics
- Model performance analysis
- One-click deployment service
Application Scenarios
Academic Research
Supporting pathology AI algorithm research in universities and research institutes
Industry Development
Providing rapid prototype development platform for medical AI companies
Hospital Application
Helping hospitals build personalized pathology AI solutions
Join the Open Source Community, Build the Future of Pathology AI
Start using the UnPuzzle framework, or contribute your code and ideas to the open source community