Digital Operations Sourcing

Sourcing

Image Sourcing for AI/ML Training

High-Quality, Curated Image Datasets to Accelerate Model Development

In the AI-driven economy,

The quality of your training data defines the intelligence of your models.

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.

Image Sourcing for AI & ML

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.

Mission Vision Values Values Values Values

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.

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