NPT-Loss: Demystifying Face Recognition Losses With Nearest Proxies Triplet.
Syed Safwan KhalidMuhammad AwaisZhen-Hua FengChi-Ho ChanAmmarah FarooqAli AkbariJosef KittlerPublished in: IEEE Trans. Pattern Anal. Mach. Intell. (2023)
Keyphrases
- face recognition
- nearest neighbor
- discriminant analysis
- nearest feature line
- recognition rate
- sparse representation
- face images
- feature extraction
- euclidean distance
- data points
- linear discriminant analysis
- parameter estimation
- facial expressions
- human faces
- object detection
- recognition accuracy
- facial images
- local binary pattern
- expected loss
- elastic bunch graph matching
- multiscale
- transformed image
- regret bounds
- face recognition algorithms
- face recognition systems
- face identification
- face verification
- pose variations
- face databases
- digital libraries