

Mikudance
Overview :
MikuDance is a diffusion-based animation generation pipeline that combines blended motion dynamics to animate stylized character art. The technology addresses the challenges of high dynamic movement and reference guide misalignment in character art animations through two key techniques: blended motion modeling and mixed control diffusion. MikuDance explicitly models dynamic camera movements in pixel-level space using scene motion tracking strategies, achieving unified character-scene motion modeling. On this foundation, mixed control diffusion implicitly aligns different character scales and body types, allowing for flexible control of localized character movements. Additionally, a motion-adaptive normalization module is incorporated to effectively inject global scene movement, paving the way for comprehensive character art animation. Through extensive experiments, MikuDance demonstrates its effectiveness and generative capabilities across various character arts and motion guides, consistently producing high-quality animations with significant motion dynamics.
Target Users :
The target audience includes professionals such as animators, game developers, and visual effects artists who require character animation creation. MikuDance enhances the productivity and quality of their work by providing advanced animation generation techniques that enable these professionals to create character animations with complex motion dynamics quickly and efficiently.
Use Cases
Game developers use MikuDance to generate smooth animations for virtual characters in games.
Animators utilize MikuDance to create stylized character animated shorts.
Visual effects artists employ MikuDance to add complex dynamic effects to characters in film production.
Features
Blended motion modeling: Explicitly models dynamic camera movements using scene motion tracking strategies to achieve unified character-scene motion modeling.
Mixed control diffusion: Implicitly aligns different character scales and body types, allowing for flexible control of localized character movements.
Motion-adaptive normalization module: Effectively injects global scene movement to support comprehensive character art animation.
High dynamic movement processing: Addresses challenges posed by high dynamic movements in character art animations.
Reference guide alignment: Reduces misalignment issues in reference-guided character art animations.
High-quality animation generation: MikuDance has been validated through extensive experimentation to produce high-quality animations with significant motion dynamics.
Wide applicability: MikuDance shows effectiveness and generalization ability across a variety of character arts and motion guides.
How to Use
1. Visit the official MikuDance website to learn about the product features and introduction.
2. Prepare reference character art and driving videos according to the instructions provided on the website.
3. Employ scene motion tracking strategies to predict pixel-level scene movement, integrating them with character postures to form multiple motion guides.
4. Utilize mixed control diffusion models to generate animations within latent space, while injecting scene movement through motion-adaptive normalization modules.
5. Adjust and optimize the generated animations to meet specific artistic and dynamic requirements.
6. Apply the generated animations to your projects, such as games, animated shorts, or film productions.
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