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✨MimicMotion: High-Quality Human Motion Video Generation🎥
About
Implementation of MimicMotion , a model for generating high-quality human motion videos with confidence-aware pose guidance.
Examples
Here are some examples of MimicMotion’s outputs:
<span>Highlights:
rich details
,
good temporal smoothness
, and
long video length
. </span>
Limitations
- The model performs best with clear, well-lit input videos and images.
- Very complex or rapid motions may be challenging for the model to reproduce accurately.
- Higher resolutions provide more detail but require more processing time and resources.
MimicMotion is a 🔥 model developed by Tencent AI Lab . It excels at generating high-quality human motion videos with rich details and good temporal smoothness.
MimicMotion on Replicate can be used for research and non-commercial work. For commercial use, please contact the original authors.
Core Model
An overview of the framework of MimicMotion.
MimicMotion uses a sophisticated architecture including a UNet-based spatio-temporal model, VAE, CLIP vision model, and custom PoseNet. It features confidence-aware pose guidance and progressive latent fusion for improved video generation.
For more technical details, check out the Research paper .
Safety
⚠️ Users should be aware of potential ethical implications: - Ensure you have the right to use reference videos and images, especially those featuring identifiable individuals. - Be responsible and transparent about generated content to avoid potential misuse for misinformation. - Be cautious about using copyrighted material as reference inputs without permission. - Avoid using the model to create videos that could be mistaken for real footage of individuals without their consent.
For more about ethical AI use, visit Tencent’s AI Ethics Principles .
Support
All credit goes to the Tencent AI Lab team Give me a follow on Twitter if you like my work! @zsakib_
Citation
@article{mimicmotion2024,
title={MimicMotion: High-Quality Human Motion Video Generation with Confidence-aware Pose Guidance},
author={Yuang Zhang and Jiaxi Gu and Li-Wen Wang and Han Wang and Junqi Cheng and Yuefeng Zhu and Fangyuan Zou},
journal={arXiv preprint arXiv:2406.19680},
year={2024}
}
Changelog
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Bug fix for
NoSuchFileerror
