Hispanic Facial Images with Occlusion Dataset

Each set in this dataset consists of 5 different facial images with various occlusions like mask, cap, sunglass, and a combination of these accessories of Hispanic people. The dataset also includes extensive metadata.

Category

Facial Biometric data

Total volume

3K+ images

Last Updated

June 2024

Number of participants

500+ people

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About This OTS Dataset

About Gradiet Line

Introduction

Welcome to the Hispanic Human Face with Occlusion Dataset, meticulously curated to enhance face recognition models and support the development of advanced occlusion detection systems, biometric identification systems, KYC models, and other facial recognition technologies.

Facial Image Data

This dataset comprises over 3,000 human facial images, divided into participant-wise sets with each set including:

  • Occluded Images: 5 different high-quality facial images per individual occluded through various accessories such as masks, caps, sunglasses, or a combination of these accessories.
  • Normal Images: One image without any accessories.
  • Diversity and Representation

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

  • Geographical Representation: Participants from countries including Argentina, Brazil, Costa Rica, Ecuador, Colombia, Peru, 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 facial image set is accompanied by detailed metadata for each participant, including:

  • Unique Identifier
  • File Name
  • Age
  • Gender
  • Country
  • Demographic Information
  • Occlusion Type
  • File Format
  • This metadata is essential for training models that can accurately recognize and identify human faces with occlusions 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.
  • Occlusion Identification: Enhancing models to accurately identify faces with occlusions.
  • 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 machine learning 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, bounding boxes, 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.
  • Custom Occlusion: Custom datasets can be created with custom occlusions as per requirement.
  • License

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

    Use Cases

    Use of human with occlusion Image datasets in Face Recognition

    Facial recognition

    Use of human with occlusion Image datasets in Biometric Identification

    Biometric Identification

    Use of human with occlusion Image datasets in KYC

    KYC

    Use of human with occlusion Image datasets in smart retail

    Smart Retail

    Use of human with occlusion Image datasets in Occluded human identification

    Occluded Human Identification

    Dataset Sample(s)

    Sample Line
    Human with mask & goggles image dataset of hispanic people
    Human with mask image dataset of hispanic people
    Human with goggles image dataset of hispanic people
    Key point annotation of occlusion image of hispanic people
    Human with mask & goggles image dataset of hispanic people
    Human with mask image dataset of hispanic people
    Human with goggles image dataset of hispanic people
    Key point annotation of occlusion image of hispanic people
    Human with mask & goggles image dataset of hispanic people
    Human with mask image dataset of hispanic people
    Human with goggles image dataset of hispanic people
    Key point annotation of occlusion image of hispanic people
    Human with mask & goggles image dataset of hispanic people
    Human with mask image dataset of hispanic people
    Human with goggles image dataset of hispanic people
    Key point annotation of occlusion image of hispanic people
    Human with mask & goggles image dataset of hispanic people
    Human with mask image dataset of hispanic people
    Human with goggles image dataset of hispanic people
    Key point annotation of occlusion image of hispanic people
    Human with mask & goggles image dataset of hispanic people
    Human with mask image dataset of hispanic people
    Human with goggles image dataset of hispanic people
    Key point annotation of occlusion image of hispanic people

    FILE DETAILS

    These samples are to give you a glimpse of the actual facial dataset. The actual dataset is diverse across different occlusion, age groups, genders, backgrounds, and lighting conditions to help you build a robust and unbiased facial recognition AI model.

    ATTRIBUTE

    GenderAgeAccessoryAnnotation
    Male30Mask & GogglesNA

    Dataset Details

    Details Headline

    Demographic

    Hispanic

    Countries

    Argentina,...more

    Volume

    3K+ images

    Gender Distribution

    M:60, F:40

    Age Group

    18-70

    Image File Details

    Details Headline

    Environment

    Indoor & Outdoor

    Format

    JPEG & HEIC

    Device

    Android & iOS

    Resolution

    480p

    Annotation

    NA

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