Hispanic Occluded Facial Image Dataset

This dataset features facial images of Hispanic individuals with five types of occlusions, including masks, caps, sunglasses, and combinations of these accessories. Each participant set includes diverse occlusion scenarios and is accompanied by rich metadata, ideal for training face recognition and occlusion-robust AI models.

Category

Facial Biometric data

Total volume

3K+ images

Last Updated

July 2025

Number of participants

500+ people

Human with Occlusion Image dataset for computer vision
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About This OTS Dataset

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Introduction

Welcome to the Hispanic Human Face with Occlusion Dataset, carefully curated to support the development of robust facial recognition systems, occlusion detection models, biometric identification technologies, and KYC verification tools. This dataset provides real-world variability by including facial images with common occlusions, helping AI models perform reliably under challenging conditions.

Facial Image Data

The dataset comprises over 3,000 high-quality facial images, organized into participant-wise sets. Each set includes:

  • Occluded Images: 5 images per individual featuring different types of facial occlusions, masks, caps, sunglasses, or combinations of these accessories
  • Normal Image: 1 reference image of the same individual without any occlusion
  • Diversity & Representation

  • Geographic Coverage: Participants from across Argentina, Brazil, Costa Rica, Ecuador, Colombia, Peru, and more Hispanic countries
  • Demographics: Individuals aged 18 to 70 years, with a 60:40 male-to-female ratio
  • File Formats: Images available in JPEG and HEIC formats
  • Image Quality & Capture Conditions

    To ensure robustness and real-world utility, images were captured under diverse conditions:

  • Lighting Variations: Includes both natural and artificial lighting scenarios
  • Background Diversity: Indoor and outdoor backgrounds for model generalization
  • Device Quality: Captured using the latest smartphones to ensure high resolution and consistency
  • Metadata

    Each image is paired with detailed metadata to enable advanced filtering, model tuning, and analysis:

  • Unique Participant ID
  • File Name
  • Age
  • Gender
  • Country
  • Demographic Profile
  • Type of Occlusion
  • File Format
  • This rich metadata helps train models that can recognize faces even when partially obscured.

    Use Cases & Applications

    This dataset is ideal for a wide range of real-world and research-focused applications, including:

  • Facial Recognition under Occlusion: Improve model performance when faces are partially hidden
  • Occlusion Detection: Train systems to detect and classify facial accessories like masks or sunglasses
  • Biometric Identity Systems: Enhance verification accuracy across varying conditions
  • KYC & Compliance: Support face matching even when the selfie includes common occlusions.
  • Security & Surveillance: Strengthen access control and monitoring systems in environments with mask usage
  • Secure & Ethical Collection

  • Data Security: Collected and processed securely on FutureBeeAI’s proprietary platform
  • Ethical Compliance: Follows strict guidelines for participant privacy and informed consent
  • Transparent Participation: All contributors provided written consent and were informed of the intended use
  • Dataset Updates & Customization

    To accommodate evolving AI needs, this dataset is continuously updated and fully customizable. Available customization options include:

  • Backgrounds: Indoor or outdoor scenes based on project needs
  • Lighting Conditions: Custom lighting setups (e.g., daylight, low light)
  • Time of Day: Captures taken in morning, afternoon, evening, or night
  • Resolution: Image quality tailored to specific model or application requirements
  • Annotations: Add facial landmarks, bounding boxes, or other semantic labels upon request
  • Device-Specific Collection: Data collection using specified mobile brands or operating systems
  • Custom Occlusions: Generate datasets with specific occlusion types (e.g., helmets, scarves, face shields)
  • License

    This dataset is developed 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 Details

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    Demographic

    Hispanic

    Countries

    Argentina, Brazil ...more

    Volume

    3K+ images

    Gender Distribution

    M:60, F:40

    Age Group

    18-70 Years

    File Details

    Card Head Line

    Environment

    Indoor & Outdoor

    Format

    JPEG & HEIC

    Device

    Android & iOS

    Resolution

    480p

    Annotation

    NA

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