AI+Healthcare Data Infrastructure

Healthcare Datasets
Intelligent Healthcare Engine

Langhui Tech specializes in healthcare AI data services, building 34 high-quality datasets across five major domains—medical imaging, electronic medical records, physical examination data, medical journals, and pharmaceutical data—backed by 500TB+ of healthcare data and a network of 5000+ certified physician experts, providing compliant, professional, and high-quality corpora for healthcare LLM training.

34
Datasets
500TB+
Healthcare Data
5000+
Certified Physicians
99.2%
Annotation Accuracy
medical-ai-training.py
import langhuiai as lh

# Load medical imaging dataset
imaging = lh.medical.load_dataset(
  'ct-mri-scans',
  modality='CT/MRI/Pathology/Ultrasound',
  samples=1000000
)

# Multimodal healthcare data loading
dataset = lh.medical.MultiModal([
  'ct-scans', 'mri-images', 'pathology',
  'emr-structured', 'physical-exam'
])

# Train healthcare LLM
model = lh.MedicalLLM(
  backbone='med-palm-2',
  expert_validation=True,
  hipaa_compliant=True
)

print("✅ Healthcare AI model training complete")
Healthcare AI Frontier

2025-2026 Breakthroughs in Healthcare AI

From Med-PaLM 2 to AlphaFold 3, from multimodal imaging AI to drug discovery revolution, AI is reshaping healthcare services and life sciences

DNA
01
Google · Nature 2025

Med-PaLM 2 Healthcare LLM

Google's Med-PaLM 2 healthcare LLM reaches expert physician level, with a pass rate of over 85% on the United States Medical Licensing Examination (USMLE), covering comprehensive clinical knowledge. It performs close to senior physicians on medical Q&A, clinical reasoning, and diagnostic recommendations.

USMLE 85%+ · Expert Level
DNA
02
DeepMind · Nature 2025

AlphaFold 3 Protein Prediction

DeepMind's AlphaFold 3 revolutionizes protein structure prediction, covering 200M+ protein structures and shortening the drug target discovery and molecular design cycle by 10x. Nature hailed it as a milestone breakthrough for life sciences.

200M+ Proteins · 10x Acceleration
DNA
03
RSNA 2025

AI Multimodal Imaging Diagnostics

The Radiological Society of North America (RSNA) 2025 released a multimodal medical imaging AI that achieves four-modality fusion diagnosis across CT/MRI/Pathology/Ultrasound, with 96%+ accuracy in early screening of pulmonary nodules, liver lesions, and breast cancer, surpassing the average level of senior radiologists.

4-Modality Fusion · 96%+ Accuracy
DNA
04
Nature 2026

AI-Driven Drug Discovery

Nature 2026 reports that AI-driven drug discovery has entered the industrialization stage, with end-to-end automation from target identification to lead compound optimization. R&D cycles are shortened by 60% and costs reduced by 80%, with 10+ AI-discovered drugs already in clinical trials.

Cycle -60% · Cost -80%
DNA
05
NEJM 2025

Clinical Decision Support Systems

The New England Journal of Medicine (NEJM) 2025 reports large-scale clinical deployment of AI-assisted diagnostic systems, covering 2000+ disease diagnoses and reducing clinical misdiagnosis rates by 40%. Already implemented in multiple top-tier tertiary hospitals, significantly enhancing primary care capabilities.

Misdiagnosis -40% · 2000+ Diseases
DNA
06
Lancet 2025

Medical Surgical Robot AI

The Lancet 2025 study shows AI surgical robots have improved precision by 50%, accelerating the adoption of minimally invasive surgery. They now cover complex procedures in cardiac, neuro, orthopedic, and urological surgery, reducing postoperative complications by 35% and accelerating recovery.

Precision +50% · Minimally Invasive
Langhui Healthcare Data Strategy

Langhui Healthcare Data Strategic Layout

Building a full-stack healthcare AI data infrastructure on a trusted data foundation

Healthcare Data Compliance System

Fully compliant with HIPAA, GDPR, Personal Information Protection Law, and other domestic and international healthcare data regulations. We have established an end-to-end compliance system covering data desensitization, audit traceability, and ethics review to ensure healthcare data is secure and usable.

HIPAA / GDPR / PIPL Triple Compliance

Tertiary Hospital Expert Network

Partnering with 5000+ certified physicians from tertiary hospitals to build an expert review network covering 32 clinical departments, providing expert-level annotation review and quality control, and constructing a moat around healthcare data quality.

5000+ Physicians · 32 Departments

Multimodal Medical Imaging Annotation

Supporting annotation for CT, MRI, pathology slides, ultrasound, X-ray, and other multimodal medical imaging, covering 3D segmentation, lesion annotation, organ identification, tumor staging, and other specialized tasks, with 99.2% annotation accuracy.

5-Modality Imaging · 3D Segmentation

Clinical Decision Support Corpora

Building specialized corpora covering diagnostic standards, clinical pathways, medical knowledge graphs, drug interactions, and more, providing structured, reasoning-ready high-quality training data for clinical decision support AI.

Clinical Guidelines · Knowledge Graphs

Data Scale and Quality Metrics

Data Coverage 95%
Annotation Accuracy 99.2%
Compliance Certification 100%
Expert Review Coverage 85%
Healthcare Data Asset Overview

Healthcare Data Asset Overview

34 high-quality datasets covering the full spectrum of healthcare AI scenarios

All
Medical Imaging
Electronic Medical Records
Physical Examination
Medical Journals
Pharmaceutical Data
Medical Imaging

CT Scan Dataset

CT imaging across head, chest, abdomen, and spine, with specialized annotations including 3D segmentation, lesion marking, and organ identification.

500K cases DICOM+JSON
Medical Imaging

MRI Imaging Dataset

Multimodal MRI imaging of brain, spine, and joints, including T1/T2/DWI/FLAIR sequences with precise tumor and lesion annotations.

300K cases Multi-sequence
Medical Imaging

Pathology Slide Dataset

High-resolution whole-slide images (WSI) of histopathology, with annotations for tumor grading, immunohistochemistry, and cell segmentation across multiple cancer types.

200K slides WSI+Annotations
Medical Imaging

Ultrasound Imaging Dataset

Ultrasound videos and images across cardiac, abdominal, OB/GYN, and thyroid, with lesion annotations and measurement data.

400K cases Video+Image
Medical Imaging

X-ray Dataset

Chest DR and skeletal X-rays, with annotations for pulmonary nodules, fractures, and cardiopulmonary diseases, supporting early screening AI training.

800K images Multi-disease
Electronic Medical Records

Structured EMR Dataset

Structured fields including chief complaint, present illness, past history, diagnosis, medications, lab tests, and examinations, covering 32 departments and 2000+ diseases.

3M records Structured+Desensitized
Electronic Medical Records

Clinical Notes Dataset

Unstructured clinical texts written by physicians, including progress notes, ward round records, and consultation opinions, with entity recognition and relation annotations.

1.5M records NLP Annotated
Electronic Medical Records

Surgical Records Dataset

End-to-end surgical documentation including procedure name, technique, intraoperative findings, and postoperative diagnosis, covering surgical, orthopedic, neurosurgical, and other procedures.

500K records Procedure Annotated
Physical Examination

5M-Case Structured Physical Exam Dataset

200+ exam indicators including height, weight, blood pressure, blood glucose, lipids, liver and kidney function, tumor markers, with longitudinal follow-up data.

5M cases 200+ Indicators
Physical Examination

Health Risk Assessment Dataset

Health risk assessment data based on physical exam data and lifestyle questionnaires, with annotations for chronic disease risk and cardiovascular risk.

1.2M cases Risk Grading
Medical Journals

70K Licensed Medical Journals

Full-text articles from top domestic and international journals including Chinese Medical Journal, NEJM, and Lancet, all licensed, with topic, abstract, and keyword annotations.

70K articles Licensed
Medical Journals

Clinical Guidelines & Standards Library

Full text of authoritative domestic and international clinical practice guidelines, expert consensus, and clinical pathways, with structured annotation of diseases, medications, procedures, and other entities.

30K documents Structured
Pharmaceutical Data

Drug Label Dataset

Drug labels for marketed pharmaceuticals domestically and internationally, with structured fields for indications, dosage, adverse reactions, contraindications, and drug interactions.

150K entries Structured
Pharmaceutical Data

Drug Interaction Dataset

Knowledge graph of drug-drug, drug-food, and drug-disease interactions, supporting clinical medication safety AI training.

2M relations Knowledge Graph
Pharmaceutical Data

Drug Discovery Dataset

Drug discovery data including molecular structures, targets, activity, and toxicity, supporting AI-driven drug discovery and molecular design.

800K compounds SMILES
Three Business Lines Synergy

Three Business Lines Empowering Healthcare AI

Trusted Datasets + Custom Data Services + Certified Expert Network, building a closed-loop healthcare AI data ecosystem

Business Line 1

Trusted Datasets

500TB+ ready-to-use healthcare datasets in standardized JSON/DICOM formats, fully compliant and licensed—buy and deploy instantly to accelerate healthcare LLM training.

34 standardized datasets
JSON / DICOM formats
Compliant, buy-and-use
Business Line 2

Custom Data Services

On-demand healthcare data annotation services, supporting multimodal imaging fusion, clinical text annotation, and knowledge graph construction, with expert review for quality control.

Industrial-grade annotation platform
Multimodal fusion annotation
Expert review & quality control
Business Line 3

Certified Expert Network

An expert review network built with 5000+ certified physicians from tertiary hospitals, covering 32 clinical departments, providing expert-level annotation and quality review.

5000+ certified physicians
32 departments covered
Quality moat
Application Scenarios

Typical Healthcare AI Applications

Six typical AI application scenarios powered by Langhui healthcare datasets

AI-Assisted Diagnosis

Multimodal imaging analysis, symptom recognition, and early screening to improve diagnostic accuracy and efficiency, empowering primary care physicians.

Drug Discovery

AI-driven target discovery, molecular design, and activity prediction, shortening R&D cycles by 60% and accelerating innovative drug launches.

Medical Imaging Analysis

Intelligent analysis of CT/MRI/Pathology/Ultrasound, with 3D organ segmentation, lesion detection, and tumor staging at 96%+ accuracy.

Clinical Decision Support

AI-assisted diagnostic recommendations, medication guidance, and risk alerts, covering 2000+ diseases and reducing misdiagnosis by 40%.

Health Management

Chronic disease management, health risk assessment, and personalized interventions, delivering precision health management based on physical exam data.

Medical Education

Medical training simulations, clinical case-based teaching, and knowledge transfer, with AI assisting medical education and lifelong learning.

Get Started

Start Your Healthcare AI Data Journey

Langhui Tech healthcare datasets—high-quality, compliant, and professional training data for healthcare LLMs

137-5502-0164
lk@langhuiai.com