Facial age transformation methods can change facial appearance according to the target age. However, most existing do not consider that people get older with different attribute changes (e.g., wrinkles, hair volume, and face shape) depending on their circumstances environment. Diversifying such age-dependent attributes while preserving a person’s identity is crucial broaden applications of tran...