Abstract: Highlights•A dual-branch style encoder is proposed to obtain interpretable facial semantics.•A attention-guided generator is designed to preserve the background information.•A hybrid loss function is proposed to make facial style semantics disengaged and to enhance the learning ability of the model.
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