Abstract: Highlights•A bigraph mutual prototype calibration net is proposed for few-shot classification.•A bigraph interactive augmentation module is proposed to realize mutual guidance.•A proto-level similarity with task-specific information is proposed.•An instance-level similarity with potential correlations is proposed.
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