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Deep Low-Shot Learning for Biological Image Classification and Visualization From Limited Training Samples

Deep Low-Shot Learning for Biological Image Classification and Visualization From Limited Training Samples

Predictive modeling is useful but very challenging in biological image analysis due to the high cost of obtaining and labeling training data. For example, in the study of gene interaction and regulation in Drosophila embryogenesis, the analysis is most biologically meaningful when in situ hybridization (ISH) gene expression pattern images …