Abstract: Highlights•New encoder module maps varied face images into a unified feature space.•ICGNet innovatively synthesizes face attributes with intensity control.•ICGNet maintains identity and semantics in face attribute generation.•Outperforms advanced models in quantitative and qualitative measures.