Opinion, Special Report, Americas

[ms-marvelesold]

POSTSUBSCRIPT is from a different person, denoted as the negative sample. POSTSUBSCRIPT ) represent features of the three videos from the teacher network. POSTSUBSCRIPT, the smoother the output. POSTSUBSCRIPT is a first-order distillation loss. It makes the student keep its predictions consistent with the teacher. Pairwise Distance in Embedding. B denotes the batch size. POSTSUBSCRIPT loss is a second order loss which encourages the student to mirror the pairwise distances spanned by the teacher. Triplet Contrast Loss for Discriminative Transfer. The two abovementioned distillation losses mainly target to address the representation learning (global matching), but neglect the transfer of discrimination ability (local structure). For Re-ID tasks, the disrcriminative feature learning is more important as the labels between the training set and testing set are different. In order to address this in the context of I2V Re-ID, we propose a third order distillation loss, the triplet contrast loss (TCL), inspired by the vanilla triplet loss. In vanilla triplet loss (Eq.




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[henryjameson]

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