AniTalker is an innovative framework that can generate realistic dialogue facial animations from a single portrait. It enhances expressive motion capture through two self-supervised learning strategies, and develops an identity encoder through metric learning, effectively reducing the need for labeled data. AniTalker not only creates detailed and realistic facial expressions but also emphasizes its potential in real-world applications for producing dynamic avatars.