Evaluating Trade-offs in Computer Vision Between Attribute Privacy, Fairness and Utility.
William PaulPhilip MathewFady AlajajiPhilippe BurlinaPublished in: CoRR (2023)
Keyphrases
- computer vision
- trade off
- differential privacy
- privacy requirements
- sensitive attributes
- privacy preserving
- image understanding
- utility function
- image processing
- attribute values
- data anonymization
- object recognition
- computer graphics
- private data
- image matching
- image sequences
- shape matching
- disclosure risk
- private information
- data privacy
- data publishing
- statistical databases
- sensitive information
- pose estimation
- object detection
- face recognition
- privacy preservation
- machine learning
- privacy preserving data mining
- computer vision algorithms
- privacy protection
- personal information
- image analysis
- optical flow
- personal data
- privacy concerns
- image features