Corpus ID: 21684620

Online Deep Metric Learning

@article{Li2018OnlineDM,
  title={Online Deep Metric Learning},
  author={Wenbin Li and Jing Huo and Y. Shi and Yang Gao and Lei Wang and Jiebo Luo},
  journal={ArXiv},
  year={2018},
  volume={abs/1805.05510}
}

Wenbin Li, Jing Huo, +3 authors Jiebo Luo

Published 2018

Computer Science

ArXiv

Metric learning learns a metric function from training data to calculate the similarity or distance between samples. [...] Key Method To this end, we present a hierarchical metric learning scheme and implement an online deep metric learning framework, namely ODML. Specifically, we take one online metric learning algorithm as a metric layer, followed by a nonlinear layer (i.e., ReLU), and then stack these layers modelled after the deep learning. The proposed ODML enjoys some nice properties, indeed can learn…Expand Abstract

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