Face-Focused Portrait Image Dataset
Access 50,000 face-focused portraits structured to provide multiple useful views of each individual without allowing a small number of subjects or outfits to dominate the collection. Each person is represented by approximately 30–50 images, with one recognisable individual per frame, the full face clearly visible, and enough surrounding background to preserve useful visual context.
The collection introduces variation through people rather than through inconsistent framing. Coverage includes African and East Asian ethnicities, different genders, varied appearances, and ages from five years upward. Clothing repetition is controlled to a maximum of five images per person in the same outfit, helping each subject contribute meaningful appearance variation across their portrait set.
Dataset Preview
Representative previews of people, appearance, clothing, and surrounding visual context.
Preview assets shown here represent content available within the dataset.
Key Highlights
- • 50,000 face-focused portrait images
- • Approximately 30–50 images per individual
- • One person represented in each image
- • Full face clearly visible with surrounding background retained
- • African and East Asian ethnicity coverage
- • Variation across gender, age, and physical appearance
- • Age coverage beginning from five years
- • Maximum of five images per person in the same outfit
Metadata Fields
Example Metadata Record
asset_count: 50,000 images
subject_image_count: Approximately 30–50 images per person
people_per_image: One person
face_visibility: Full face clearly visible
background_context: Sufficient surrounding background retained
ethnicity_coverage: Includes African and East Asian subjects
age_coverage: Ages 5+
gender_coverage: Diverse genders
appearance_variation: Varied across individuals and portrait sets
outfit_frequency: Maximum five images per person in the same outfit
metadata_source: Human-authored and automatically generated descriptive metadata
Technical Specifications
Dataset Type
Face-Focused Portrait Image Dataset
Content Type
Single-person facial and portrait imagery
Asset Count
50,000 images
Images per Person
Approximately 30–50
People per Image
One
Age Coverage
5+
Ethnicity Coverage
Includes African and East Asian subjects
Gender Coverage
Diverse genders
Appearance Coverage
Varied human appearances
Face Requirement
Full face clearly visible
Framing Requirement
Face-focused portrait with sufficient surrounding background
Outfit Repetition
Maximum five images per person in the same outfit
Metadata Sources
Human-authored and automatically generated descriptive metadata
Licensing, Documentation, and Delivery
Wavebreak Media can provide applicable licensing, documentation, and metadata information for the Face-Focused Portrait Image Dataset, with image selection and delivery organized around the required demographic mix, number of images per person, and project configuration. See our Dataset Licensing & Compliance page for more detail.
Need the Full Dataset?
Request access to the Face-Focused Portrait Image Dataset or define the required subject mix, age and ethnicity coverage, portraits per person, clothing variation, framing rules, metadata, and delivery requirements for your model-development workflow.

