Open Source Framework

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.

UnPuzzle Framework

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.

UnPuzzle Framework
UnPuzzle Framework

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

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Technical 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