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1 In addition, based on the above dual hard batch construction, an ℓ22 triplet loss function is built for optimizing the training model.
2 Unlike triplet loss that is calculated based on triplets, SN loss is derived from K-nearest neighbors (SNs) of anchor samples.
3 Triplet loss and softmax loss are the two losses that are extensively used, both of which, however, have limitations.
4 Triplet loss optimizes the model to produce features with which samples from the same class have higher similarity than those from different classes.
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