FACE RECOGNITION USING STAGE-WISE MINI BATCHING TO IMPROVE CACHE UTILIZATION
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Aug 16, 2017
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Aug 29, 2016
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A face recognition system and method for face recognition are provided. The face recognition system includes a camera for capturing an input image of a face of a person to be recognized. The face recognition system further includes a cache. The face recognition system further includes a set of one or more processors configured to (i) improve a utilization of the cache by the one or more processors during multiple training stages of a neural network configured to perform face recognition, by performing a stage-wise mini-batch process on a set of samples used for the multiple training stages, and (ii) recognize the person by applying the neural network to the input image during a recognition stage. The stage-wise mini-batch process waits for each of the multiple training stages to complete using a system wait primitive to improve the utilization of the cache.
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