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USE CASE

People Detection Image Dataset

Dataset of crowd photos with keypoints labeling of each person
Smart City The use of machine learning for creating Automated and Efficient Urban Development
Computer Vision Ability of a machine to interpret, analyze, and understand visual data
Security Training algorithms to recognize situations that can cause harm
Keypoint Detection Process of identifying important poionts within an object on the image
647
photos
1000-13,000
people in a crowd

Our Partners

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CASE DESCRIPTION

–  Data was obtained by parsing photos of protests, concerts, and other mass events from the internet
– There is no violence in the photos
– 99% of the photos were taken in daylight

– Each person is labeled with a keypoint
– Areas where people cannot be clearly observed are annotated
– Labeling is a set of coordinates in a JSON-file
– Images are classified by the number of people in the crowd

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APPLICATION AREAS OF THE DATASET

Crowd control at mass events:

Object Detection and Computer Vision for determining crowd density and movement, and counting the number of people for safety and event planning

Civil planning and emergency management:

Computer Vision for determining the most effective evacuation routes

Crowd behavior analysis:

Computer Vision and Classification for analyzing crowd behavior in different situations

Visitor counting:

Object Detection for counting visitors in public places, determining peak visitation times, analyzing popularity, and planning necessary resources and services for visitors

Why
Training Data

  • Quality Assurance:
  • Enhanced Data Accuracy
  • Consistency in Labels
  • Reliable Ground Truth
  • Mitigation of Annotation Biases
  • Cost and Time Efficiency
  • Data Security and Confidentiality:
  • GDPR Compliance
  • Non-disclosure agreement
  • Data Encryption
  • Multiple data storage options
  • Access Controls and Authentication
  • Expert Team:
  • 6 years in industry
  • 35 top project managers
  • 40+ languages
  • 100+ countries
  • 250k+ assessors
  • Flexible and Scalable Solutions:
  • 24/7 availability of customer service
  • 100% post payment
  • $550 minimum check
  • Variable Workload
  • Customized Solutions
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