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Model Distillation with Knowledge Transfer from Face Classification to Alignment and Verification
The idea is to make a small student network imitate the target of a large teacher network, then the student network can be competitive to the teacher one.
How to Train Triplet Networks with 100K Identities?
However, as the number of identities becomes extremely large, the training will suffer from bad local minima because effective hard triplets are difficult to be found.
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