Dataset Cleaning - A Cross Validation Methodology for Large Facial Datasets using Face Recognition.
Viktor VarkarakisPeter CorcoranPublished in: QoMEX (2020)
Keyphrases
- cross validation
- face recognition
- face images
- training dataset
- model selection
- training set
- human faces
- synthetic datasets
- facial images
- benchmark datasets
- labeled faces in the wild
- facial expressions
- variable selection
- hyperparameters
- regularization parameter
- support vector
- database
- cross validated
- generalization error
- face verification
- pose variations
- error estimates
- discriminant analysis
- face detection
- facial features
- leave one out cross validation
- feature extraction
- feature set
- principal component analysis
- information criterion
- training data
- nearest neighbor classifiers
- data sets