Dentistry & PathologySpecialized Large Model AI
Neuro-Symbolic Fusion Computing · From Dentistry to Full-Clinic · NMPA Certified
- Nature Cancer 2025
- CVPR 2024
- NMPA Class II
- University of Cambridge
- MIT
- PUMC
- SAIL Award
- BioModels
- MICCAI
- JAMA
Six Algorithm Modules
Covering all scenarios of clinical-grade medical image analysis
Procen-Pano
Panoramic X-Ray Analysis
Deep learning-based panoramic X-ray auto-analysis, supporting 48 dental lesion types and 128-layer feature extraction
Procen-Ceph
Cephalometric Analysis
Automated cephalometric analysis with precise localization of 105 anatomical landmarks and complete diagnostic reports
Procen-CBCT
CBCT Image Analysis
3D cone-beam CT intelligent reconstruction, multi-planar reconstruction (MPR) and 78 tissue structure auto-segmentation
Procen-Scan
Intraoral Scan Analysis
Intelligent intraoral scan data processing, 3D mesh reconstruction and FDI standard tooth numbering auto-labeling
Procen-Mucosa
Oral Mucosa Analysis
Intelligent detection and segmentation of oral mucosal lesions, supporting precise identification and boundary delineation of various lesion types
Procen-Path
Oral Pathology Analysis
Whole slide pathology image analysis, Multiple Instance Learning (MIL) framework for high-precision pathology diagnosis assistance
Three Deployment Options
Flexible adaptation to IT infrastructure of healthcare institutions at all levels
Public Cloud / Regional Medical Cloud1. Cloud SaaS Model
Ready-to-use upon activation; zero heavy capital expenditure on hardware. Ideal for small & medium clinics, private dental practices and remote consultation services. Controlled release of model versions with unified upgrades post-verification.
Cloud-based SaaS medical infrastructure · Low barrier to rapid rollout
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Clinic-Grade Edge Computing Device2. Edge All-in-One Model
Out-of-the-box deployment with integrated hardware-software optimization. Suitable for large specialized clinics and bypass connection for imaging department equipment. Millisecond-level low-latency response within local area network (< 500ms).
Procen Clinic-Grade Edge Computing All-in-One · Optimal efficiency via integrated hardware & software
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AI Medical Infrastructure for Grade A Tertiary Hospitals3. On-Premises Private Cluster
Core data encrypted and stored inside hospital premises; data never leaves the hospital. Deep integration with hospital PACS / HIS / EMR systems. Compliant with highest-level cybersecurity classification protection requirements for healthcare industry.
Top Cybersecurity Compliance · Local Encrypted Storage
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Why Neuro-Symbolic AI
Is Different from Generic LLMs
Procen is more than dental AI — we're building a neuro-symbolic medical intelligence foundation covering all clinical scenarios
Drag to compare the two outputs
Generic VLLM = describes lesions in words · Procen = pixel-precise clinical-grade masks
Like navigation: VLLM tells you which building, but Procen tells you which lane.
- 01Pixel-Precise
Not just detection — precise to every pixel
Generic vision LLMs (VLLM) generate descriptions or rough bounding boxes, unable to meet clinical grading requirements. Procen's neuro-symbolic architecture completes segmentation and reasoning at the pixel level, outputting clinical-grade results directly aligned with pathology reports.
- 02Biomedical Semantic Foundation
Builders of the global biomedical semantic standard
The biomedical semantic foundation led by the Procen team has been adopted by top institutions including GSK, AstraZeneca, and Mayo Clinic. This foundational semantic capability is a core moat that generic LLMs cannot replicate.
- 03Full Clinical Coverage
Starting with dentistry, expanding to all clinical imaging
Procen is more than dental AI. The neuro-symbolic fusion computing architecture covers pathology, radiology, endoscopy, and all clinical imaging scenarios. We're building China's most comprehensive clinical imaging AI foundation.
Starting from Dental
Toward a Universal Medical AI Foundation
Vision: The world's most professional medical general-purpose AI foundation
Dental AI Foundation
- Panoramic · CBCT · Cephalometric
- Intraoral Scan · Mucosa · Pathology
- NMPA Certified
- Cloud / Edge / Terminal Deployment
Multi-Specialty Foundation
- Dental + Orthopedics + Dermatology
- Cross-Modal Unified Inference
- Multi-Specialty Diagnostic Protocols
- Hospital-Level Data Governance
Universal Medical AI
ASI-Medical
- Full Clinical Imaging Coverage
- Neuro-Symbolic General Inference Engine
- Global Biomedical Semantic Network
- Super Medical AI Foundation
Healthcare is the most underestimated sector for AI; it is AI's next major breakthrough.
Academic Impact
SMMILe Global Tumor Detection Benchmark
Multi-instance learning framework achieving international leading levels in multiple benchmarks
ViLa-MIL Vision-Language Multimodal AI
Pathology analysis method fusing vision and language models
Global Biomedical Semantic Standard
Adopted by top international institutions including GSK, AstraZeneca, and Mayo Clinic
World AI Conference SAIL Award
Highest honor in China's AI field
Class II Medical Device Registration
Approved and registered with NMPA
National Medical Products Administration (NMPA)
Class III Innovation Channel
Accepted · under review
Innovative Medical Device Special Review Procedure
Data Security
Data never leaves the hospital · MLPS compliant · On-premises encrypted storage
Meets healthcare cybersecurity classified protection requirements
Trusted by Top Medical Institutions Nationwide
Peking University Stomatological Hospital
National Medical Center, top-tier research collaboration
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Xinjiang Medical University Stomatological Hospital
Northwest China's largest oral medicine center
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Xi'an Jiaotong University Stomatological Hospital
National Key Specialty, top regional center
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Air Force Medical University Stomatological Hospital
National Clinical Research Center
Request informationStatistics as of October 2026
Li Chen
Dean, School of Intelligent Medicine, PUMC · PhD Cambridge · Postdoc MIT · Professor at XJTU · SAIL Award Winner
University of CambridgePhD
MITPostdoctoral Researcher
PUMCDean, School of Intelligent Medicine
SAIL Award WinnerYoung Outstanding Talent
“We don't just detect — we reason.”
Redefining AI-Powered Medical Imaging
Request a demo and discover how Procen enhances diagnostic efficiency and precision for your institution.
