Abstract: Highlights•We designed a new face age transformation model that can preserve the identity of the input image during image transformation.•We built a classification network to verify kinship by considering common identity features across different age groups.•To validate the effectiveness of our proposed method, we conducted extensive experiments using two benchmark datasets.
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