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} }
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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