Data Asset Catalog From scarce real-world data to the AI intelligence foundation

Langhui Technology starts from exclusively licensed real-world medical data to build a high-quality data asset platform covering Embodied AI, World Models, and Scientific Intelligence. DataAssetsAPI continuously accumulates professional domain data unavailable on the internet, providing a compliant, practical, and scalable data foundation for AI training, robot imitation learning, and world model R&D.

90+
Data Assets
12
Strategic Domains
50M+
Medical Samples
6
Embodied Scenarios
6
World Model Data

Why Langhui Data Assets Stand Out

We do not resell open internet data. We embed into real professional scenarios to build the truly scarce, reusable, verifiable data assets of the AI era.

Scarce Real-World Data

Sourced from authentic clinical, industrial and service scenarios with compliant licensing and professional curation — high-quality data assets unavailable via public internet channels.

Frontier Directions Covered

Extending from real-world medical data to next-gen AI frontiers — embodied AI, world models and scientific intelligence — enabling evolution from specialized models to general intelligence.

Compliance & Authorization System

End-to-end data authorization chain, de-identification and quality governance to ensure secure, compliant and traceable data assets for research and commercial use.

Engineering-grade Delivery

Standardized formats, complete metadata, field samples and training framework adapters. Support LeRobot, RLDS, HDF5 and other formats for fast integration into model training pipelines.

Medical Healthcare — New Datasets

Imaging · EHR · Knowledge Graph
48 items
Licensed Medical Journals

70,000 medical journal articles with richly illustrated medical literature, clinical case reports and imaging captions, with full sub-licensing rights.

Health Checkup Data

5M real-world structured physical examination data, gender-balanced 1:1 across multiple age strata, for populations with exam fees above 1000 CNY.

Structured EHR Documents

Largest-scale medical NLP training corpus: 50M de-identified EHRs covering chief complaints, HPI, past history, admission notes and discharge summaries.

Medical Literature/Textbook Knowledge Base

Massive authoritative medical knowledge: medical textbooks, clinical guidelines, review articles and drug package inserts.

ECG Waveform Graphs & Diagnostic Reports

5M 12-lead ECG waveform images and diagnostic reports including automated analysis reports and physician-reviewed diagnoses.

Dermoscopy Images & Pathology Reports

Covers dermoscopy images, lesion clinical photos and gold-standard pathology reports.

Chest X-ray Plain Films & Reports

5M chest X-ray plain-film DICOM images and structured reports; double-read gold standard.

Head CT Plain & Enhanced Imaging + Reports

5M head CT plain + enhanced DICOM series and diagnostic reports covering cerebral infarction, hemorrhage and intracranial tumors.

Fundus Color Photos & Reports

High-quality color fundus photographs and structured diagnostic reports based on ICDR international standard diabetic retinopathy grading.

Pathology Whole-Slide Digital Images & Diagnostic Reports

Whole-slide digital images (≥20× scanning magnification) and full pathology diagnosis reports with IHC results and TNM staging.

Endoscopy Video & Key-Frame Reports

5M endoscopy videos, key-frame snapshots and diagnostic reports, including polyp location/size and classification.

Upper Abdominal Cancer Data

5M annotation cases of upper-abdominal multi-organ cancer covering liver, gallbladder, pancreas, spleen, adrenal, kidney and abdominal lymph nodes.

Full-Spectrum Diagnostic Pathology

5M full-diagnostic-pathology image + text datasets covering the complete diagnostic workflow.

Difficult & Rare Diseases / MDT Consultation Cases

5M difficult-disease MDT consultation texts for rare/complex disease AI training — scarce high-difficulty case data.

Core-field cases with ≥7 consecutive hospitalizations

1M chronic-disease longitudinal tracking records with 7+ consecutive inpatient follow-ups.

Combined Hepatocellular-Cholangiocarcinoma WSI

5M Qupath fine region annotations with six label classes: HCC / ICC / cHCC-ICC / TLS / MVI.

Liver Cancer / Hemangioma Dataset

1M liver lesion image annotations for differentiation between HCC and hemangioma.

Breast Cancer Data

1M breast tumor image annotations supporting breast cancer AI screening and diagnosis.

Full-Cycle Inpatient Documents

20M full-cycle inpatient text/PDF documents covering medical-record QA, DRG and DIP.

NEW 2026 AI Medical Knowledge Graph Dataset

5M+ medical entities, 20M+ relation triples, ICD-10/11 & SNOMED CT mappings across 7 knowledge bases.

NEW 2026 AI Medical NLP Training Corpus Dataset

100M+ labeled medical NLP corpora across 12 task types including entity extraction, dialogue understanding and chain-of-thought; 66 sub-datasets.

NEW 2026 AI Medical Imaging Training Dataset

20M+ medical imaging training samples covering CT/MRI/X-ray/US/endoscopy/pathology with classification, detection and segmentation annotations.

NEW 2026 AI Specialty Disease Datasets

3M+ structured disease-specific registry data across 26 key cohorts including diabetes, stroke and oncology; 5+ years long-term follow-up.

NEW 2026 AI Bone Age X-ray Imaging Dataset
1.7M cases XR-BONE-AGE

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

NEW 2026 AI Scoliosis X-ray Imaging Dataset
1.7M cases XR-SCOLIOSIS

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

NEW 2026 AI Extremity Fracture X-ray Imaging Dataset
1.7M cases XR-EXTREMITY

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/

NEW 2026 AI Chest X-ray Plain Film Imaging Dataset
1.7M cases XR-CHEST

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

NEW 2026 AI Multi-Organ Pathology WSI Imaging Dataset
5M images PATH-WSI

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

NEW 2026 AI Gastroscopy Endoscopy Video Imaging Dataset
1M cases ENDO-GASTRO

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

NEW 2026 AI Colonoscopy Endoscopy Video Imaging Dataset
1M cases ENDO-COLONO

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,

NEW 2026 AI Bronchoscopy Endoscopy Video Imaging Dataset
1M cases ENDO-BRONCHO

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

NEW 2026 AI Colposcopy & Cervicoscopy Endoscopy Video Dataset
1M cases ENDO-COLPO

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

NEW 2026 AI Cholangiopancreatoscopy Endoscopy Video Dataset
1M cases ENDO-CHOLANGIO

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

NEW 2026 AI Dermoscopy Skin Lesion Imaging Dataset
1M cases DERM-SKIN

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

NEW 2026 AI MRI Oral Imaging Dataset
1M cases MRI-ORAL

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.

NEW 2026 AI MRI Throat Imaging Dataset
1M cases MRI-PHARYNX

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.

NEW 2026 AI MRI Parotid & Salivary Gland Dataset
1M cases MRI-PAROTID

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.

NEW 2026 AI MRI Pituitary Adenoma Dataset
1M cases MRI-PITUITARY

Pituitary MRI | dynamic contrast | adenoma fine annotation | endocrine correlation. Pituitary adenoma dataset focuses on sellar region MR imaging, covering adenoma, craniopharyngioma with endocrine indicators.

NEW 2026 AI MRI Cardiac Imaging Dataset
1M cases MRI-CARDIAC

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.

NEW 2026 AI MRI Shoulder Joint Dataset
1M cases MRI-SHOULDER

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.

NEW 2026 AI MRI Knee Joint Dataset
1M cases MRI-KNEE

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.

NEW 2026 AI MRI Ankle Joint Dataset
1M cases MRI-ANKLE

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

NEW 2026 AI Abdominal Ultrasound Imaging Dataset
1M cases US-ABD

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.

NEW 2026 AI Thyroid Ultrasound Dataset
1M cases US-THYROID

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.

NEW 2026 AI Breast Ultrasound Dataset
1M cases US-BREAST

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.

NEW 2026 AI Fetal Ultrasound Imaging Dataset
1M cases US-FETAL

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

NEW 2026 AI Mammography X-ray Imaging Dataset
1M cases XR-MAMMO

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

NEW 2026 AI Fundus OCT Imaging Dataset
1M cases OCT-FUNDUS

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

Classic Datasets · Battle-Tested
11 items
Health Checkup Data Analysis

1M+ comprehensive health check-up reports with 800+ structured medical fields.

Clinical Text Analytics

328,000 NER and relation extraction annotation records from EHRs, diagnostic reports, physician orders and literature abstracts.

Dermatology Imaging

52,800 DICOM images with specialist physician annotations.

Liver Cancer MRI Imaging

52,800 hepatocellular carcinoma multi-sequence MRI DICOM images with specialist physician annotations.

General Medical Imaging

Cross-modality medical imaging universal annotation dataset across CT, X-ray, ultrasound and MRI.

Neurosurgery

1M+ annotated surgical video frames with 24-class anatomy and instrument pixel-level segmentation.

Obstetrics & Gynecology

Million-scale obstetrics/gynecology clinical dataset covering prenatal emergencies, high-risk pregnancy and postpartum scenarios.

Orthopedics

52,800 DICOM images with specialist physician annotations.

TCM Visual

1M+ tongue/facial images and 50,000+ specialist TCM annotations.

Ultrasound Imaging

1M+ annotated ultrasound frames.

Abdominal Imaging

1M+ DICOM image slices covering 7 major organs and thin-slice CT at 512×512+ resolution.

PharmaceuticalsNEW 2026 AI

Clinical Trials · Pharmaceuticals · TCM
6 items

Newly released: full coverage of pharma data assets — structured drug data, TCM formulas and medical-device consumables.

NEW 2026 AI Drug Structured Dataset

5M+ China drug data entries across 15+ core dimensions and full ATC 5-level hierarchy, supporting rational-drug-use AI and pharmacovigilance.

NEW 2026 AI TCM Drugs & Formulas Dataset

2M+ entries of TCM drugs, formulas and hospital preparations with properties, efficacy classes, compositions and authentic production regions.

NEW 2026 AI Medical Device & Consumables Dataset

1M+ medical device registration and consumable data entries covering registration numbers, management classes, indications and technical specifications.

Drug Clinical Use Dataset
Real-world medication records, prescription analysis, usage frequency and treatment-cycle data.
Coming Soon
Adverse Drug Reaction (ADR) Monitoring Dataset
Spontaneous ADR reporting data and signal-mining datasets.
Coming Soon
Drug Clinical Trial Dataset
CDE-registered clinical trials, BE studies and real-world evidence RWE datasets.
Coming Soon

Medical InsuranceNEW 2026 AI

DIP/DRG · Payment · Catalog
4 items

Newly available: complete coverage of medical insurance settlement lists, DIP disease groups, DRG group coding and medical insurance payment standards.

NEW 2026 AI Medical Insurance Settlement & DIP/DRG Dataset

10M+ medical insurance settlement lists and payment data across 14+ core dimensions, covering formularies, DIP grouping, DRG coding and cost composition.

Medical Insurance Catalog Dataset
Three major medical catalogs (drugs/diagnoses/consumables) with YB codes, payment standards and restriction rules.
Coming Soon
DIP Score Database
Full DIP grouping codes, score points and settlement point values by disease.
Coming Soon
DRG Weights & Rates Dataset
CHS-DRG version 1.2 grouping, relative weights, rate tables and base point data.
Coming Soon

International CorpusNEW 2026 AI

Multilingual · Medical Translation · Cross-lingual
1 item

Newly available: 5M+ multilingual medical corpora across 10 languages, supporting medical NMT and cross-lingual knowledge graph construction.

NEW 2026 AI International Medical Corpus Dataset

5M+ multilingual medical corpora, 10 languages, 8 major types, ICD-11/SNOMED-CT terminology annotation, S/A-level translation quality.

Embodied AI Dataset HOT

Robot imitation learning · World model training · Cross-embodiment unified data
6 items

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.

EgoSuite Egocentric Human Behavior Dataset
RGB-D IMU 200Hz FOV 160°
100,000+ hours 1920×1080

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.

Industrial Assembly & Maintenance Dataset
Stereo RGB Force 1kHz Tool 6D
15,000+ episodes 1920×1080

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.

Commercial Retail & Replenishment Dataset
RGB-D 5,000+ SKU 30 FPS
12,000+ episodes 1920×1080

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。

Logistics Picking & Sorting Dataset
RGB-D 6D Pose 30/60 FPS
20,000+ episodes 1920×1080

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 Service & Cleaning Dataset
Bare-hand 21 keypoints Cleaning Tasks 6 Apartment Layout Types
10,000+ episodes 1920×1080

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 Processing Dataset
RGB-D 12 Document Categories Seals / Signatures
8,000+ episodes 1920×1080

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

Macro · Industry · Enterprise
5 items
CAD Drawing Dataset

Cross-industry CAD 2D/3D drawing datasets for drawing understanding, BIM conversion and industrial large model training.

Contract Data

Contract texts across sales, leasing, services and labor types supporting contract review and risk-identification model training.

Financial Data

Structured enterprise finance, industry research and investment-event data, suitable for financial risk control and industry analysis.

Solution-oriented Data

Cross-industry digital-solution texts and case data supporting industry knowledge bases and solution-generation model training.

Supply Chain Data

Supplier relations, purchase orders, logistics nodes and inventory data for supply-chain optimization and risk warning.

People's Livelihoods

Population · Employment · Social Security
3 items
Housing Voucher / Resettlement Data

Structured house-expropriation, housing-voucher issuance and resettlement-compensation data for urban renewal analysis.

Land Acquisition Data

Land expropriation scope, compensation standards, ownership information and approval workflow data for land management and compliance auditing.

Smart City Data

Urban operations vital signs, grid events and public service data for city governance models and smart decision support.

AI + Scientist

Research · Literature · Knowledge Graph
6 items
University-level high-quality STEM problems

High-difficulty math/physics/chemistry/computer-science problems with detailed solutions, suitable for reasoning model training.

High-Quality Question Bank

Standardized multi-discipline test banks with solutions for smart test generation, error diagnosis and personalized learning.

Examination Data

Historical real exams, mock tests and candidate answer data, suitable for education assessment and intelligent grading.

Paper Data

Academic paper abstracts, citation relationships and keyword annotations supporting literature retrieval, survey generation and research knowledge graphs.

SciTech AI Data

Science & technology policy, patents, technical standards and industry trend data supporting intelligence analysis and AI4Science applications.

HLE Human Last Exam

Expert-level high-difficulty multi-disciplinary Q&A pairs for evaluating LLM reasoning capability and knowledge boundaries.

AI + Security

Red Team · Security Assessment · Alignment
8 items

AI+Security Frontiers 2025-2026

EU AI Act 2026
Mandatory Red-Team Testing for High-Risk AI
EU AI Act fully applicable August 2026. Article 15 requires adversarial testing for high-risk AI; Article 55 requires red-team testing for GPAIs with systemic risk.
OWASP 2025
Top 10 Security Risks for LLM Applications
OWASP releases 2025 LLM Application Security Top 10: adds 'Sensitive Information Disclosure' replacing 'Training Data Poisoning' as the latest LLM security risk framework.
ISO 42001 2025
AI Management System Certification Standard
ISO/IEC 42001 certifiable AI management system standard published, paired with 42005 impact assessment and 42006 audit certification, providing an enterprise AI compliance framework.
MITRE ATLAS
AI Adversarial Threat Modeling Framework
MITRE ATLAS continuously updates the AI adversarial threat knowledge base covering data poisoning, model evasion and extraction tactics to support red-team modeling and defense assessment.
NIST 2025
AI Red Team Automated Benchmark
NIST Genomics PPFL red-team event focuses on privacy-preserving federated learning and differential privacy assessment; Promptfoo, Garak, PyRIT form the automated red-team toolchain.
China National Standard 2026
Agent Application Security Mandatory GB
World's first mandatory national agent-app security standard initiated June 2026 (Plan No. 20263116-Q-252), under CAC, executed by TC260 and led by China Mobile.

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.

Red-Team Attack/Defense Range
Attack Samples / Defense Rules
LLM Safety Alignment
Jailbreak / Injection / Alignment
Deepfake Detection
AV / Image / Audio Deepfake Corpus
AI Supply Chain Audit
SBOM / Watermarking / Traceability
Adversarial Behavior Training Dataset

Cyber-attack, social engineering and prompt-injection samples covering red-team testing and safety-alignment training.

Detection Capability Gap Analysis Dataset

Security model detection boundary cases and false-positive datasets for defensive blind-spot identification and robustness improvement.

Buffer Overflow Dataset

C/C++ buffer overflow vulnerability code and triggering input samples supporting binary security and static analysis model training.

Path Traversal Dataset

Path traversal / directory traversal attack payload collections covering multiple encoding bypasses for file-operation security testing.

Comprehensive Threat Detection Dataset

Multi-source log, traffic and alert correlation samples supporting SOC intelligent triage and ATT&CK tactic/technique recognition models.

Remote Code Execution (RCE) Dataset

Command injection, deserialization and SSTI attack samples covering multi-language/framework RCE payloads and defense rules.

SQL Injection Dataset

SQLi payloads and WAF bypass samples including UNION-based, boolean/time-based blind injection for database security detection model training.

XSS Cross-site Scripting Dataset

Reflected, stored and DOM-based XSS payload collections covering encoding bypass and CSP circumvention scenarios for front-end security testing.

Culture & Arts

Arts · Culture · Creative
1 item
Ancient books, calligraphy, rubbings, oracle & bronze

Ancient books, calligraphy, seals, oracle-bone script and rubbings — high-resolution images with transcription annotations, for heritage digitization and calligraphy generation.

World Model

Simulation · Environment · Embodiment · Spatial data
6 items
Photogrammetry Dataset

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 3D Modeling Dataset

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.

LiDAR Point Cloud Modeling Dataset

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.

Photo-to-Model High-Quality Dataset

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 parks/campuses/factories/historic buildings/urban blocks

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.

3D Model Disassembly Dataset

Complex 3D models decomposed by function/structure/assembly with component semantics, assembly sequence and constraints, supporting detachable digital twins and robotic assembly planning.

Need More Industry Datasets?Customize Your Exclusive Data Solution

90+ standard datasets online covering 12 industries including healthcare, pharma, medical insurance, embodied AI, world models and law. Our expert team offers 1:1 consulting for custom data collection/annotation.

Data Partnership

Need More?Industry Datasets

DataAssetsAPI continuously expands the data asset catalog with custom delivery by industry, dimension and quality level. Contact our data experts for full catalog and quotation.

90+
High-Quality Datasets
12
Broad Industry Coverage
5000万+
Annotated Samples

Compliant data · Custom delivery · Expert technical support