Han Digital’s Image Sourcing Solutions are designed to eliminate the complexity of visual data collection — providing your ML and GenAI pipelines with domain-relevant, structured, and scalable image datasets that are ready for annotation, integration, and model training.
Our sourcing services support a wide range of computer vision and deep learning applications, helping teams reduce time spent on data collection and preprocessing — and instead focus on building and fine-tuning smarter, high-performing models.
Our high-quality, curated image datasets support a variety of use cases:
Facial recognition
Object detection & classification
Image segmentation
OCR & text-in-image training
Pose & gesture estimation
Product search & visual tagging
Geospatial & drone imagery
Medical imaging (radiology, pathology, diagnostics)
With our sourcing expertise, your teams can skip the manual, time-consuming collection process and get model-aligned datasets fast accelerating both experimentation and deployment.
Other Supported Modalities
Document Sourcing
From legal contracts to financial statements, we source structured and unstructured document datasets suitable for NLP, document classification, and extraction model training.
Form Sourcing
Ideal for models trained on structured layouts such as invoices, patient records, insurance claims, and financial forms. We offer diverse samples by format, industry, and geography — supporting form parsing, layout analysis, and data extraction pipelines.
Video Sourcing
We provide video clips tailored for:
Object tracking
Activity & behavior recognition
Emotion analysis
Multi-frame event detection
Datasets include metadata structuring and can be optimized for sequence models and temporal training needs.
Why Han Digital for Image Sourcing?
Use-Case Aligned Collection
We source based on your model’s exact goals, whether it’s CV, OCR, or segmentation.
Preprocessing & Structuring Included
Format conversion, naming consistency, metadata alignment, and quality filtering.
MLOps-Ready Delivery
Datasets organized for seamless integration into your training pipelines.
Ethical & Compliant Sources
We follow strict copyright, licensing, and privacy guidelines (GDPR, HIPAA safe).
Bias & Diversity Balancing
Demographic and category-level variety for improved model generalization and fairness.
Scalable Delivery Model
From proof-of-concept batches to enterprise-scale collections.
Our Industry Use Cases
Healthcare AI
X-rays, CT/MRI scans, pathology slides
Agritech
Crop, plant, soil, and drone imagery
Geospatial
Satellite and LiDAR visual data
Security & Surveillance
Face detection, motion tracking, behavior modeling
Retail AI
Product catalogs, shelf displays, barcode images
Autonomous Driving
Street scenes, vehicle detection, traffic scenarios
Ready to Train Smarter Models?
With HAN Digital's Image Sourcing Intelligence, your team gets more than raw data — you get AI-ready assets that reduce time-to-train, improve model accuracy, and scale with your product needs.