Native American People Historical Image Dataset

Each set in this dataset consists of 22 different facial images of the participant in the span of 10 years and one recent image. The dataset also includes extensive metadata.


Facial Biometric Data

Total volume

5K+ images

Last Updated

Jun 2024

Number of participants

200+ people

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About This OTS Dataset

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Welcome to the Native American Facial Images from Past Dataset, meticulously curated to enhance face recognition models and support the development of advanced biometric identification systems, KYC models, and other facial recognition technologies.

Facial Image Data

This dataset comprises over 5,000+ images, divided into participant-wise sets with each set including:

  • Historical Images: 22 different high-quality historical images per individual from the timeline of 10 years.
  • Enrollment Image: One modern high-quality image for reference.
  • Diversity and Representation

    The dataset includes contributions from a diverse network of individuals across Native American countries:

  • Geographical Representation: Participants from countries including USA, Canada, Mexico and more.
  • Demographics: Participants range from 18 to 70 years old, representing both males and females in 60:40 ratio, respectively.
  • File Format: The dataset contains images in JPEG and HEIC file format.
  • Quality and Conditions

    To ensure high utility and robustness, all images are captured under varying conditions:

  • Lighting Conditions: Images are taken in different lighting environments to ensure variability and realism.
  • Backgrounds: A variety of backgrounds are available to enhance model generalization.
  • Device Quality: Photos are taken using the latest mobile devices to ensure high resolution and clarity.
  • Metadata

    Each image set is accompanied by detailed metadata for each participant, including:

  • Participant Identifier
  • File Name
  • Age at the time of capture
  • Gender
  • Country
  • Demographic Information
  • File Format
  • This metadata is essential for training models that can accurately recognize and identify Native American faces across different demographics and conditions.

    Usage and Applications

    This facial image dataset is ideal for various applications in the field of computer vision, including but not limited to:

  • Facial Recognition Models: Improving the accuracy and reliability of facial recognition systems.
  • KYC Models: Streamlining the identity verification processes for financial and other services.
  • Biometric Identity Systems: Developing robust biometric identification solutions.
  • Age Prediction Models: Training models to accurately predict the age of individuals based on facial features.
  • Generative AI Models: Training generative AI models to create realistic and diverse synthetic facial images.
  • Secure and Ethical Collection

  • Data Security: Data was securely stored and processed within our platform, ensuring data security and confidentiality.
  • Ethical Guidelines: The biometric data collection process adhered to strict ethical guidelines, ensuring the privacy and consent of all participants.
  • Participant Consent: All participants were informed of the purpose of collection and potential use of the data, as agreed through written consent.
  • Updates and Customization

    We understand the evolving nature of AI and facial biometric model requirements. Therefore, we continuously add more assets with diverse conditions to this off-the-shelf facial image dataset.

  • Customization & Custom Collection Options:
  • Background Conditions: Specific conditions upon request, like indoor or outdoor.
  • Lighting Condition: Different lighting conditions can be achieved.
  • Capture Time: Variation can be achieved by capturing images at different times of day like morning, afternoon, evening, or night as per requirement.
  • Resolution: Custom collection as per requirement.
  • Annotation: Custom annotations like facial landmarks, facial boundaries, semantics, or any other application-specific annotations can be done upon request.
  • Device-specific Collection: Data can be collected from specific devices with specific brands or operating systems.
  • License

    This facial image training dataset is created by FutureBeeAI and is available for commercial use.

    Use Cases

    Use of human image datasets in Face Recognition

    Facial recognition

    Use of human image datasets in Security & Surveillance

    Security & Surveillance

    Dataset Sample(s)

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    Dataset Details

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    Native American




    5K+ images

    Gender Distribution

    M:60, F:40

    Age Group


    Image File Details

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    Indoor & Outdoor




    Android & iOS





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