# Human Animation

DreamActor-M1 is a human animation framework based on Diffusion Transformer (DiT), designed to achieve fine-grained overall controllability, multi-scale adaptability, and long-term temporal consistency. The model, through blending guidance, can generate high-expressiveness and realistic human videos suitable for various scenarios from portrait to full-body animation. Its main advantages lie in its high fidelity and identity preservation, bringing new possibilities to human behavior animation.

CyberHost is an end-to-end audio-driven human animation framework that employs a region codebook attention mechanism to generate complete hand integrity, identity consistency, and natural movement. The model utilizes a dual U-Net architecture as its foundational structure and implements motion frame strategies for temporal continuity, establishing a baseline for audio-driven human animation. CyberHost enhances the quality of synthesized results through a series of human-centered training strategies, including body movement maps, hand clarity scoring, reference features for pose alignment, and local enhancement supervision. It is the first audio-driven human diffusion model capable of zero-shot video generation within the human domain.

LivePortrait is a human animation generation model based on an implicit keypoint framework. It synthesizes realistic videos by using a single source image as a reference for appearance and acquiring actions (e.g., facial expressions and head poses) from driving videos, audio, text, or generation. The model effectively balances computational efficiency and controllability, and significantly improves the generation quality and generalization capability through expanded training data, a hybrid image-video training strategy, upgraded network architecture, and the design of better motion transfer and optimization objectives.

ComfyUI-Moore-AnimateAnyone is a ComfyUI custom node based on the Moore-AnimateAnyone model. It can generate corresponding human animations through simple text descriptions. The node is easy to install and use, supports the generation of various human postures and movements, and can be used to enhance the quality of design works. Its output animation is delicate and natural, providing creators with a powerful tool.

MagicAnimate is a temporally consistent human image animation tool powered by diffusion models. It utilizes diffusion model operations on human images to achieve high-quality, naturally fluid animation effects. MagicAnimate offers high controllability and flexibility, allowing users to achieve diverse animation effects through parameter adjustments. It is suitable for applications like human image animation creation and virtual character design.