Abstract: Highlights•We propose a novel multi-exit method to explore branching patterns with the same total branch FLOP.•KC explains the validity of complexity-decreasing pattern as its less disruption for the backbone.•A weighted ensemble for distillation training is effective to further improve the performance.
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