Assessing Uncertainty in Similarity Scoring: Performance & Fairness in Face Recognition.
Jean-Rémy ContiStéphan ClémençonPublished in: ICLR (2024)
Keyphrases
- face recognition
- similarity measure
- discriminant analysis
- similarity function
- face images
- similarity measurement
- uncertain data
- linear discriminant analysis
- computer vision
- recognition accuracy
- euclidean distance
- inherent uncertainty
- probability measure
- decision theory
- edit distance
- semantic similarity
- feature extraction
- human faces
- sparse representation
- face detection
- facial images
- resource allocation
- face identification
- robust face recognition
- recognition rate
- facial expressions