Abstract: Highlights•We propose the strategy of co-evidential fusion to use the original annotated data.•We introduce the information volume of mass function into evidential deep learning.•We propose novel evidential optimization objectives.•The experiments on four datasets demonstrate the superior performance of the method.
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