509 citations · 546 across the 13 of their papers we have counts for
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cs.LG2018★ 4 cited
Learning to Support: Exploiting Structure Information in Support Sets for One-Shot Learning
Jinchao Liu, Stuart J. Gibson, Margarita Osadchy
Deep Learning shows very good performance when trained on large labeled data sets. The problem of training a deep net on a few or one sample per class requires a different learning…
eess.SP2018
Dynamic Spectrum Matching with One-shot Learning
Jinchao Liu, Stuart J. Gibson, James Mills +1
Convolutional neural networks (CNN) have been shown to provide a good solution for classification problems that utilize data obtained from vibrational spectroscopy. Moreover, CNNs…