AnimateZero is a zero-shot image animation generator that separates appearance and motion to generate videos, addressing problems such as black box, inefficiency, and uncontrollability. It can convert a pre-trained T2V model to an I2V model through zero-shot modification, thus achieving zero-shot image animation generation. AnimateZero can also be used in video editing, frame interpolation, loop video generation, and realistic image animation, with high subjective quality and matching degree.