Custom Datasets

We build the data you need

Our production studio creates bespoke visual datasets on a project basis — from controlled studio shoots to real-world capture across 65+ countries.

What we produce.

Facial Recognition Data

High-resolution facial captures across the full spectrum of skin tones, ages, and ethnic backgrounds — annotated with Monk Scale values and demographic tags.

SkintoneAgeExpressionLighting

Motion & Gesture Capture

Full-body and hand movement data capturing culturally specific gestures, dance forms, sports movements, and daily activities across diverse populations.

Body trackingHand gesturesDanceSport

Object Detection

Culturally specific object recognition training data — food, clothing, tools, instruments, and artifacts from communities worldwide, properly labeled and contextualized.

Cultural objectsFoodClothingTools

Skintone Research

Studio-controlled captures using calibrated lighting to build ground-truth skintone datasets based on the Monk Skintone Scale, supporting dermatology and computer vision research.

Monk ScaleCalibratedMulti-light

Behavioral & Social Interaction

Natural interaction data — conversations, group dynamics, family settings, workplace scenarios — capturing authentic social behaviors across cultures.

ConversationFamilyWorkplaceSocial

Environmental Context

People in context — urban, rural, professional, recreational, and domestic environments across different regions, seasons, and cultural settings.

UrbanRuralIndoorOutdoor

From brief to delivery.

01

Define your requirements

Tell us what you need — demographics, scenarios, annotation format, volume, and delivery timeline.

02

We scope & plan

Our team designs the capture plan, sources talent from our global network, and selects locations.

03

Produce & annotate

Studio or field capture with real-time quality control. Every asset is tagged with cultural metadata by trained annotators.

04

Deliver & integrate

Receive your complete dataset with licensing documentation, metadata schemas, and integration support.

What teams build with our data.

01

Facial Recognition Systems

Reduce bias in identification systems with diverse facial data across all Monk Skintone Scale values.

02

Generative AI Models

Train text-to-image and video models to accurately represent people of color in generated outputs.

03

Autonomous Vehicle Vision

Ensure pedestrian detection systems work equally well across all skin tones and cultural attire.

04

Healthcare & Dermatology AI

Build diagnostic tools that perform accurately across the full spectrum of human skin tones.

05

Content Moderation

Train content moderation systems that understand cultural context and reduce false positives for diverse communities.

06

Robotics & Embodied AI

Human-robot interaction data featuring diverse body types, gestures, and communication styles.

Let's scope your project.

Tell us what you need and we'll design a custom production plan.

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