Abstract: Highlights•Recognize new emotion classes in the wild given only few examples from each.•Salient discriminative feature learning and emotion similarity learning.•Few-shot learning and transfer discriminative knowledge.•Divide the emotion database into independent disjoint training and testing set.
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