Corpus ID: 21684620

Online Deep Metric Learning

  title={Online Deep Metric Learning},
  author={Wenbin Li and Jing Huo and Y. Shi and Yang Gao and Lei Wang and Jiebo Luo},
  • 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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