Whatis it?
Why choose
PuzzleVision
PuzzleVision is a digital pathology image viewing platform, positioned around “Intelligence, All Scenarios, High Security”, serving pathologists, medical researchers, and healthcare administrators — addressing core pain points in pathology image viewing, annotation, collaboration, and deployment.
The system is designed as a modular platform, providing AI-assisted diagnostic interfaces and flexible integration of various annotation tools to support efficient pathology image annotation and management. Meanwhile, it offers multi-terminal support and compatibility with three deployment modes — cloud, on-premises, and local — to meet the requirements of efficient clinical workflows and flexible research collaboration alike, while ensuring data security and ease of use.
Unified Viewer Experience
Connect to the Pathology Information System (PIS) / import local data, flexibly adapt to working scenarios, and provide an advanced diagnostic / annotation platform interaction experience.
Extensible Plugin Ecosystem
Modular access to AI ecosystem, covering series of advanced features: small-model multi-parameter prediction, multi-modal large-model in-slide analysis, interactive region segmentation, protein/spatial transcriptomics prediction, agentic pathology report generation, and more.
Anywhere Deployment
Platform multi-terminal access, multi-platform deployment: supports Cloud, Hospital, and Local deployment modes to meet diverse data privacy and compliance needs.
Next-Gen Pathology Platform
Unified workspace, flexible plugin ecosystem. Seamlessly connecting cloud, hospital, and local — reshaping pathology workflows.
Core Highlights
End-to-end digital pathology analysis powering precision medicine
Large & Small Model Diagnostic Analysis
Foundation models capture slide-level context and risk stratification, while domain-tuned models focus on lesion boundaries and biomarker calls—together producing explainable, reviewable references for QC and longitudinal care.
Adaptive Scanning Assistant
Multi-scale analysis based on the Triplet large model
Agentic Report Generation
Specialized agents chain slide review, evidence fusion, and QC checks—organizing key morphologic and molecular cues into structured narratives and pathology highlights, then exporting review-ready, editable report drafts in one step.
Multi-agent Evidence-based Analysis
Human-machine collaboration empowers the generation of diagnostic reports.
Low-level Vision Prediction
Pixel- and region-level modeling of tissue texture, boundaries, and stain response powers front-end segmentation, weak-stain enhancement, and pseudo-color mapping—delivering a stable, aligned visual substrate for downstream semantic reasoning and quantification.
Interactive Precision Reasoning
From freehand lines to magic wand auto-outlines, multiple tools enhance annotation interaction experience
App Marketplace
On-demand plugin subscriptions — AI models, segmentation, report generation and more.
Structured Annotation
Structured annotation: label selection, template filling, and category management
AI Segmentation
One-click precise tissue segmentation with multi-model support
Liver Cancer Grading / mcp
SubscribedGrade liver cancer into well (G1), moderate (G2), poor (G3), undifferentiated (G4) levels
Breast Histology Dx / mcp
SubscribedClassify breast tissue into invasive carcinoma, DCIS, LCIS and more based on histology
Colorectal Cancer Tumor Detection / mcp
SubscribedDetect whether there is tumor tissue of colorectal cancer
Gastric Cancer Grading / mcp
SubscribedGrade gastric cancer into G1–G4 differentiation levels
Three Deployment Modes
Flexibly adapting to diverse data security and usage needs — seamlessly switch between three modes
Cloud Mode
Zero deployment, ready to use. Data stored in encrypted cloud with multi-region access, ideal for research teams and cross-region collaboration.
Hospital Mode
All raw data stays on-premises. Only authorized de-identified metadata syncs to cloud. Meets security compliance requirements for large hospitals.
Local Mode
Standalone offline operation for viewing and annotation. One-click cloud sync when online, ideal for mobile consultations and portable research.
Tech & Data Architecture
Demonstrating system robustness for technical decision-makers
Smart Tile Gateway
Securely fetches JPEG tiles via cloud gateway, full front-back decoupling with fine-grained permissions.
Flexible Data Node Storage
Single node mounts multiple Data Stores — NAS, local disk, or cloud object storage seamlessly.
Strict Permission Isolation
Workspace is the atomic isolation unit. Cases, WSIs, annotations all bound to Workspace for absolute security.
Custom AI Plugin Development & Deployment
Models built with UnPuzzle and similar workflows plug into standardized APIs for one-click deployment and invocation—shortening the path from experiment to production and accelerating research adoption on the platform.
FAQ
Get Started with PuzzleVision
Whether you need cloud collaboration, on-premises compliance, or offline portability — we have you covered.