This dataset is a curated sample of high-resolution Biometric, Facial, and Human Feature images sourced from the DepositPhotos library. This subset is designed for training, testing, and evaluating Computer Vision models for facial recognition, identity verification, emotional analysis, and healthcare AI applications.

This sample demonstrates the quality, diversity, and structural consistency of data available through DepositPhotos. If you're looking to scale your machine learning models with premium, commercially licensed data, reach out to our team at vladyslav.shtak@vista.com to discuss custom licensing, tailored curation, and enterprise-scale delivery.

Metadata Structure

What's in This Sample

This public sample contains two fields only:

file_name — Unique asset identifier and file string.
description — Manually written, high-accuracy descriptive caption provided by the original creator.

What's in the Full Dataset (Available via Licensing)

The full dataset includes comprehensive, structured metadata across every asset. To access it, please contact us directly.

deposit_item_id — Unique numeric identifier for each asset.
keywords — Up to 50 human-reviewed, comma-separated tags per asset.
type — Asset type (e.g., image).
height / width — Native resolution dimensions in pixels.
extension — Original file format (e.g., jpg).
available_for_ai_training — Clearance flag confirming the asset is approved for AI/ML training use.
royalty_model — Licensing model applied to the asset.
status — Asset review status (e.g., approved).
Release Data: Model and property release records, including demographic attributes, age ranges, and legal property clearances.
Geographic Data: Location and origin metadata where applicable.
Video/Audio Fields: For multimedia assets — frame rate, duration, BPM, genre, mood, and instrument data.

Why License Data from DepositPhotos?

AI and machine learning models require clean, diverse, and legally sound data at scale. DepositPhotos provides the volume and legal certainty that enterprise model development demands.

Scale: 250M+ royalty-free images, vectors, illustrations, videos, and audio tracks, with new assets added continuously.
Commercial Safety: All content is human-reviewed for IP infringement.
Metadata Quality: Captions and keywords are manually created and reviewed, minimizing noise and improving label reliability.
Ethical Sourcing: Creators are compensated for their work. Licensing through DepositPhotos directly supports the creative community and responsible AI development.
Custom Curation: Our data team works directly with engineering teams to filter, package, and deliver precise data slices based on your requirements.

About DepositPhotos

DepositPhotos is a global content marketplace offering premium stock photos, graphics, vectors, and videos. Trusted by corporations and technology companies worldwide, we connect millions of creators with businesses that need high-quality visual content at scale.

Contact & Licensing

Ready to scale your models? Contact the DepositPhotos Data Licensing team to request the full Biometric dataset, access premium metadata, or build a custom data pipeline.

📧 Email: vladyslav.shtak@vista.com 🌐 Learn more: https://depositphotos.com/ai-training-data.html

Downloads last month: 2