Medical Healthcare — New Datasets
70,000 medical journal articles with richly illustrated medical literature, clinical case reports and imaging captions, with full sub-licensing rights.
5M real-world structured physical examination data, gender-balanced 1:1 across multiple age strata, for populations with exam fees above 1000 CNY.
Largest-scale medical NLP training corpus: 50M de-identified EHRs covering chief complaints, HPI, past history, admission notes and discharge summaries.
Massive authoritative medical knowledge: medical textbooks, clinical guidelines, review articles and drug package inserts.
5M 12-lead ECG waveform images and diagnostic reports including automated analysis reports and physician-reviewed diagnoses.
Covers dermoscopy images, lesion clinical photos and gold-standard pathology reports.
5M chest X-ray plain-film DICOM images and structured reports; double-read gold standard.
5M head CT plain + enhanced DICOM series and diagnostic reports covering cerebral infarction, hemorrhage and intracranial tumors.
High-quality color fundus photographs and structured diagnostic reports based on ICDR international standard diabetic retinopathy grading.
Whole-slide digital images (≥20× scanning magnification) and full pathology diagnosis reports with IHC results and TNM staging.
5M endoscopy videos, key-frame snapshots and diagnostic reports, including polyp location/size and classification.
5M annotation cases of upper-abdominal multi-organ cancer covering liver, gallbladder, pancreas, spleen, adrenal, kidney and abdominal lymph nodes.
5M full-diagnostic-pathology image + text datasets covering the complete diagnostic workflow.
5M difficult-disease MDT consultation texts for rare/complex disease AI training — scarce high-difficulty case data.
1M chronic-disease longitudinal tracking records with 7+ consecutive inpatient follow-ups.
5M Qupath fine region annotations with six label classes: HCC / ICC / cHCC-ICC / TLS / MVI.
1M liver lesion image annotations for differentiation between HCC and hemangioma.
1M breast tumor image annotations supporting breast cancer AI screening and diagnosis.
20M full-cycle inpatient text/PDF documents covering medical-record QA, DRG and DIP.
5M+ medical entities, 20M+ relation triples, ICD-10/11 & SNOMED CT mappings across 7 knowledge bases.
100M+ labeled medical NLP corpora across 12 task types including entity extraction, dialogue understanding and chain-of-thought; 66 sub-datasets.
20M+ medical imaging training samples covering CT/MRI/X-ray/US/endoscopy/pathology with classification, detection and segmentation annotations.
3M+ structured disease-specific registry data across 26 key cohorts including diabetes, stroke and oncology; 5+ years long-term follow-up.
Standard AP view of left wrist | multi-method bone age assessment | normal age reference | pediatric & adolescent exclusive. The Bone Age X-ray Imaging Dataset is a dedicated pediatric/adolescent bone-age image database built by Changsha Langhui Information Technology Co., Ltd. Centered on standard AP left-wrist X-rays, preserving original DICOM and exposure parameters, with associated bone age
Full spine AP/lateral views | Cobb angle precise annotation | Lenke classification | pre-op/post-op coverage. The Scoliosis X-ray Imaging Dataset is a full-spine X-ray annotation database built by Changsha Langhui Information Technology Co., Ltd. Centered on standing full-spine AP/PA views, maximally including lateral and pelvic views; stitched images preserve original projections and
Multi-site coverage | fracture classification annotation | displacement/angulation quantification | emergency & post-op scenarios. The Extremity Fracture X-ray Imaging Dataset is a large-scale extremity fracture X-ray annotation database built by Changsha Langhui Information Technology Co., Ltd. Covering upper extremity (shoulder/humerus/elbow/ulna-radius/wrist/hand) and lower extremity (hip/femur/knee/tibia-fibula/
Multi-position coverage | double-review gold standard | structured diagnostic reports | multi-disease annotation. The Chest X-ray Plain Film Imaging Dataset is a large-scale chest X-ray annotation database built by Changsha Langhui Information Technology Co., Ltd. Covering PA/AP, lateral and other multi-position chest radiographs, preserving original DICOM images and exposure parameters
5M slides | HE+IHC+special staining | DICOM VL standard | multi-organ coverage. The Multi-Organ Pathology WSI Imaging Dataset is a large-scale whole-slide digital imaging database built by Changsha Langhui Information Technology Co., Ltd. Centered on complete WSIs corresponding to 5M qualified physical slides, with priority adoption of DICOM VL
1M complete examinations | white light + NBI + magnification | biopsy correlation | early-cancer annotation. The Gastroscopy Endoscopy Video Imaging Dataset is a large-scale gastroscopy video annotation database built by Changsha Langhui Information Technology Co., Ltd. Completely recording scope insertion, esophagus, gastric anatomy, pylorus & accessible duodenal range and withdrawal observation, preserving
1M complete examinations | polyp location/size/classification | resection completeness | pathological confirmation. The Colonoscopy Endoscopy Video Imaging Dataset is a large-scale colonoscopy video annotation database built by Changsha Langhui Information Technology Co., Ltd. Completely recording scope insertion, deepest point reached, ileocecal valve/terminal ileum landmarks, scope withdrawal and each colon segment,
1M complete examinations | white light + fluorescence + EBUS | biopsy / brushing / lavage | lung cancer annotation. The Bronchoscopy Endoscopy Video Imaging Dataset is a large-scale bronchoscopy video annotation database built by Changsha Langhui Information Technology Co., Ltd. Completely recording glottis/trachea, carina, left/right main bronchi and actually reached lobar segments, preserving device
1M complete examinations | acetowhite temporal images | CIN grade annotation | HPV association. The Colposcopy & Cervicoscopy Endoscopy Video Dataset is a large-scale colposcopy image annotation database built by Changsha Langhui Information Technology Co., Ltd. Completely recording temporal multi-frame images of cervical/vaginal sites post acetic acid test, preserving original device output
1M complete examinations | cross-vendor devices | biliary stricture classification | multi-center validation. The Cholangiopancreatoscopy Endoscopy Video Dataset is a large-scale cholangiopancreatoscopy video annotation database built by Changsha Langhui Information Technology Co., Ltd. Completely recording the entire ERCP-based cholangiopancreatoscopy process, preserving original device-exported complete exam videos
1M cases | dermoscopy + clinical photos | pathological gold standard | multi-disease annotation. The Dermoscopy Skin Lesion Imaging Dataset is a large-scale skin lesion image annotation database built by Changsha Langhui Information Technology Co., Ltd. Covering dermoscopy images, lesion clinical photos and pathological gold-standard reports, preserving original resolution, polarized/
Medical Imaging — MRI
Oral & maxillofacial MRI | multi-sequence scanning | teeth / jaw / TMJ | panoramic coverage. The MRI Oral Imaging Dataset covers high-quality MR images of oral & maxillofacial anatomical structures, supporting AI-assisted diagnosis and research in oral/maxillofacial surgery, orthodontics, and implantology.
Pharyngolaryngeal MRI | multi-planar imaging | naso/oro/hypopharynx full coverage | soft-tissue high resolution. MRI throat dataset focuses on fine pharyngeal/laryngeal anatomy covering NPC, laryngeal cancer and other lesions for head-neck tumor AI diagnosis.
Parotid & salivary gland MRI | multi-sequence comparison | lesion annotation | tumor vs. inflammation differentiation. Salivary gland dataset covers parotid, submandibular glands including tumors, inflammation and sialolithiasis.
Pituitary MRI | dynamic contrast | adenoma fine annotation | endocrine correlation. Pituitary adenoma dataset focuses on sellar region MR imaging, covering adenoma, craniopharyngioma with endocrine indicators.
Cardiac CMR MRI | multi-sequence cine imaging | cardiac function quantification | myocardial infarction annotation. The MRI Cardiac Imaging Dataset contains cardiac MR cine imaging covering cardiomyopathy, coronary artery disease, congenital heart disease, etc., providing quantitative cardiac function parameters and myocardial strain analysis.
Shoulder MRI | multi-planar imaging | rotator cuff / glenoid labrum annotation | sports-medicine oriented. MRI shoulder dataset covers cuff tears, SLAP, shoulder instability and other common sports-injury conditions.
Knee MRI | multi-sequence scanning | meniscus / ligament / cartilage annotation | orthopedic sports medicine. The MRI Knee Dataset provides fine knee structure annotations including meniscus injury, cruciate ligament tear, cartilage lesions, etc., as core training data for orthopedic AI models.
Ankle MRI | multi-planar imaging | ligament/tendon/bone injury annotation | sports injury focus. MRI ankle dataset focuses on foot/ankle sports injuries covering ATFL, Achilles tendon, talar cartilage and more.
Medical Imaging — Ultrasound
Abdominal ultrasound examination | multi-organ coverage | liver / gallbladder / pancreas / spleen / kidney | real-time dynamic imaging. The Abdominal Ultrasound Imaging Dataset contains abdominal organ ultrasound images and diagnostic reports, covering liver cysts, gallstones, pancreatitis and other common abdominal diseases, supporting abdominal AI screening.
Thyroid ultrasound examination | TI-RADS classification | nodule fine annotation | pathological gold standard. The Thyroid Ultrasound Dataset contains high-quality thyroid ultrasound images with配套 TI-RADS classification and pathological diagnosis, covering nodular goiter, thyroid cancer, etc., supporting thyroid AI screening.
Breast ultrasound examination | BI-RADS classification | mass / calcification annotation | mammography correlation. The Breast Ultrasound Dataset comprises breast ultrasound images and diagnostic reports with配套 BI-RADS classification and pathological results, supporting breast cancer AI screening and auxiliary diagnosis.
Obstetric US / fetal imaging | gestational weeks covered | biometry measurements | structural anomaly screening. Fetal ultrasound dataset includes scans across pregnancy stages with HC/AC/FL growth parameters and structural anomaly screening.
Medical Imaging — X-ray
Digital mammography system | dual-view acquisition | BI-RADS classification | micro-calcification & mass annotation. The Mammography X-ray Imaging Dataset contains full-field digital mammography images with配套 BI-RADS classification and pathological diagnosis, covering micro-calcification, masses, architectural distortion, etc., supporting breast cancer AI screening.
Medical Imaging — Ophthalmology
Fundus photography and OCT scanning | retinal layer annotation | diabetic retinopathy & macular degeneration | multimodal imaging. The Fundus OCT Dataset integrates fundus color photos and optical coherence tomography scans, covering diabetic retinopathy, macular degeneration, glaucoma and other fundus diseases, supporting ophthalmic AI multimodal diagnosis.
Medical Healthcare — Existing Datasets
1M+ comprehensive health check-up reports with 800+ structured medical fields.
328,000 NER and relation extraction annotation records from EHRs, diagnostic reports, physician orders and literature abstracts.
52,800 DICOM images with specialist physician annotations.
52,800 hepatocellular carcinoma multi-sequence MRI DICOM images with specialist physician annotations.
Cross-modality medical imaging universal annotation dataset across CT, X-ray, ultrasound and MRI.
1M+ annotated surgical video frames with 24-class anatomy and instrument pixel-level segmentation.
Million-scale obstetrics/gynecology clinical dataset covering prenatal emergencies, high-risk pregnancy and postpartum scenarios.
52,800 DICOM images with specialist physician annotations.
1M+ tongue/facial images and 50,000+ specialist TCM annotations.
1M+ annotated ultrasound frames.
1M+ DICOM image slices covering 7 major organs and thin-slice CT at 512×512+ resolution.
PharmaceuticalsNEW 2026 AI
Newly released: full coverage of pharma data assets — structured drug data, TCM formulas and medical-device consumables.
5M+ China drug data entries across 15+ core dimensions and full ATC 5-level hierarchy, supporting rational-drug-use AI and pharmacovigilance.
2M+ entries of TCM drugs, formulas and hospital preparations with properties, efficacy classes, compositions and authentic production regions.
1M+ medical device registration and consumable data entries covering registration numbers, management classes, indications and technical specifications.
Medical InsuranceNEW 2026 AI
Newly available: complete coverage of medical insurance settlement lists, DIP disease groups, DRG group coding and medical insurance payment standards.
10M+ medical insurance settlement lists and payment data across 14+ core dimensions, covering formularies, DIP grouping, DRG coding and cost composition.
International CorpusNEW 2026 AI
Newly available: 5M+ multilingual medical corpora across 10 languages, supporting medical NMT and cross-lingual knowledge graph construction.
5M+ multilingual medical corpora, 10 languages, 8 major types, ICD-11/SNOMED-CT terminology annotation, S/A-level translation quality.
Embodied AI Dataset HOT
Addressing the 2026 frontier demands of embodied AI and world models, providing high-quality multi-scenario data of Ego-centric human behavior, industrial assembly, commercial retail, logistics sorting, home services, and office documents, with LeRobot 3.0 format and JSON metadata delivery support.
First-person long videos covering daily life, kitchens, offices and retail scenarios, with head IMU, gaze points and hand 21-keypoint annotations. Suitable for VLA model pre-training, Ego4D/EgoSuite-style tasks and human-centric world models.
Real-factory tasks: screw tightening, plug-in insertion, cable routing, equipment inspection. Multi-view stereo video + tool 6D pose + torque curve + maintenance SOP alignment support industrial QA & predictive maintenance.
超市与便利店货架拣选、补货与盘点操作数据,包含 SKU 视觉识别、货架状态变化、扫码动作与库存记录,适用于零售机器人和unmanned-store operations决策模型。
Warehouse logistics: express parcel grasping, palletizing, sorting, odd-shaped item handling. Parcel 6D poses + conveyor motion + carton sizing + damage labels support logistics automation and grasp planning.
Home environments: sweeping, mopping, organizing, waste sorting and tidying. Collected via bare-hand and wearable cameras across layouts, lighting and family interference for home-service robots.
Office document operations: print, stamp, scan, classify-archive, receipt sorting. OCR results, operation steps and approval status are synchronized for training digital employees in office automation.
Industrial Economics
Cross-industry CAD 2D/3D drawing datasets for drawing understanding, BIM conversion and industrial large model training.
Contract texts across sales, leasing, services and labor types supporting contract review and risk-identification model training.
Structured enterprise finance, industry research and investment-event data, suitable for financial risk control and industry analysis.
Cross-industry digital-solution texts and case data supporting industry knowledge bases and solution-generation model training.
Supplier relations, purchase orders, logistics nodes and inventory data for supply-chain optimization and risk warning.
People's Livelihoods
Structured house-expropriation, housing-voucher issuance and resettlement-compensation data for urban renewal analysis.
Land expropriation scope, compensation standards, ownership information and approval workflow data for land management and compliance auditing.
Urban operations vital signs, grid events and public service data for city governance models and smart decision support.
AI + Scientist
High-difficulty math/physics/chemistry/computer-science problems with detailed solutions, suitable for reasoning model training.
Standardized multi-discipline test banks with solutions for smart test generation, error diagnosis and personalized learning.
Historical real exams, mock tests and candidate answer data, suitable for education assessment and intelligent grading.
Academic paper abstracts, citation relationships and keyword annotations supporting literature retrieval, survey generation and research knowledge graphs.
Science & technology policy, patents, technical standards and industry trend data supporting intelligence analysis and AI4Science applications.
Expert-level high-difficulty multi-disciplinary Q&A pairs for evaluating LLM reasoning capability and knowledge boundaries.
AI + Security
AI+Security Frontiers 2025-2026
Langhui Security Data Landscape — Changsha Langhui Information Technology Co., Ltd.
Langhui Technology builds a four-dimensional security data foundation covering red-team attack/defense, LLM safety alignment, deepfake detection and AI supply-chain security, providing high-quality standardized security corpora and adversarial samples.
Cyber-attack, social engineering and prompt-injection samples covering red-team testing and safety-alignment training.
Security model detection boundary cases and false-positive datasets for defensive blind-spot identification and robustness improvement.
C/C++ buffer overflow vulnerability code and triggering input samples supporting binary security and static analysis model training.
Path traversal / directory traversal attack payload collections covering multiple encoding bypasses for file-operation security testing.
Multi-source log, traffic and alert correlation samples supporting SOC intelligent triage and ATT&CK tactic/technique recognition models.
Command injection, deserialization and SSTI attack samples covering multi-language/framework RCE payloads and defense rules.
SQLi payloads and WAF bypass samples including UNION-based, boolean/time-based blind injection for database security detection model training.
Reflected, stored and DOM-based XSS payload collections covering encoding bypass and CSP circumvention scenarios for front-end security testing.
Legal
AI + Legal Frontiers 2025-2026
Langhui Legal Data Landscape — Changsha Langhui Information Technology Co., Ltd.
Langhui Technology deepens legal AI data services, building a multimodal legal data base across legal QA, judgments, contract review, legal retrieval and judicial reasoning with high-quality licensed professional corpora.
Common-law multiple choice, case analysis and precedent reasoning questions for legal-education AI and bar-exam models.
Real plaintiff/defense/appellant complaint samples supporting legal document generation and format validation.
Massive Chinese court judgment corpus covering cause of action, facts, reasoning and judgment outcomes for similar-case recommendation and sentencing prediction.
Structured national/local laws, administrative regulations and judicial interpretations supporting statute retrieval and compliance QA.
Multi-type contract and risk clause annotations supporting smart review, clause extraction and risk assessment models.
Common legal Q&A paired with professional lawyer answers, suitable for legal customer service and LLM fine-tuning.
Judgment summarization and dispute-focus extraction supporting quick case reading and abstract-generation models.
Legal-text entity annotations including parties, statutes, courts and causes of action supporting legal NER and information extraction.
Case facts → applicable law → judgment outcome chain-of-thought data for judicial reasoning LLM.
CN-EN and multilingual legal parallel corpora supporting cross-border legal translation and international compliance.
Typical Application Scenarios
Culture & Arts
Ancient books, calligraphy, seals, oracle-bone script and rubbings — high-resolution images with transcription annotations, for heritage digitization and calligraphy generation.
World Model
Multi-view object/scene photo collections with camera poses, intrinsics and sparse reconstruction. Suitable for NeRF/3DGS/Gaussian Splatting reconstruction and world model training.
UAV aerial orthophoto and oblique photography data with POS, RTK coordinates, gimbal angles and large-area scene Meshes — suitable for city-level 3D reconstruction and simulation-environment construction.
Vehicle/airborne/ground LiDAR point clouds with echo intensity, semantic classes and trajectory information supporting high-definition maps, digital twins and autonomous-driving world models.
Paired data of input photos and corresponding high-quality 3D models with textures & materials for image-to-3D generation, monocular reconstruction and AIGC 3D production.
High-precision 3D scene data for parks, campuses, factories, historic buildings and urban blocks with semantic segmentation, instance labels and interactive objects for digital twins and simulation training.
Complex 3D models decomposed by function/structure/assembly with component semantics, assembly sequence and constraints, supporting detachable digital twins and robotic assembly planning.
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