deepid-implementation
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[INFO] The threshold selection of face verification
reference: happynear/FaceVerification
how much is the best threshold for face authentication.
Three probably answers:
- You can use a linear svm to calculate the threshold.
- The threshold is determined by 10-fold validation. Using 5400 pair samples for training and 600 pair test, then recycled. L2 and cosine are used to determine the threshold.
- I used all training data(944612 images) to train a joint bayesian classifier, then using all 6000 pair samples for testing.