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title: EchoMimic | |
emoji: π¨ | |
colorFrom: pink | |
colorTo: blue | |
sdk: gradio | |
sdk_version: 5.4.0 | |
app_file: webgui.py | |
pinned: false | |
suggested_hardware: a10g-large | |
<h1 align='center'>EchoMimic: Lifelike Audio-Driven Portrait Animations through Editable Landmark Conditioning</h1> | |
<div align='center'> | |
<a href='https://github.com/yuange250' target='_blank'>Zhiyuan Chen</a><sup>*</sup>  | |
<a href='https://github.com/JoeFannie' target='_blank'>Jiajiong Cao</a><sup>*</sup>  | |
<a href='https://github.com/octavianChen' target='_blank'>Zhiquan Chen</a><sup></sup>  | |
<a href='https://github.com/lymhust' target='_blank'>Yuming Li</a><sup></sup>  | |
<a href='https://github.com/' target='_blank'>Chenguang Ma</a><sup></sup> | |
</div> | |
<div align='center'> | |
*Equal Contribution. | |
</div> | |
<div align='center'> | |
Terminal Technology Department, Alipay, Ant Group. | |
</div> | |
<br> | |
<div align='center'> | |
<a href='https://badtobest.github.io/echomimic.html'><img src='https://img.shields.io/badge/Project-Page-blue'></a> | |
<a href='https://huggingface.co/BadToBest/EchoMimic'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20HuggingFace-Model-yellow'></a> | |
<a href='https://www.modelscope.cn/models/BadToBest/EchoMimic'><img src='https://img.shields.io/badge/ModelScope-Model-purple'></a> | |
<a href='https://arxiv.org/abs/2407.08136'><img src='https://img.shields.io/badge/Paper-Arxiv-red'></a> | |
<a href='assets/echomimic.png'><img src='https://badges.aleen42.com/src/wechat.svg'></a> | |
</div> | |
## 📣 📣 Updates | |
* [2024.07.17] π₯π₯π₯ Accelerated models and pipe are released. The inference speed can be improved by **10x** (from ~7mins/240frames to ~50s/240frames on V100 GPU) | |
* [2024.07.14] π₯ [ComfyUI](https://github.com/smthemex/ComfyUI_EchoMimic) is now available. Thanks @smthemex for the contribution. | |
* [2024.07.13] π₯ Thanks [NewGenAI](https://www.youtube.com/@StableAIHub) for the [video installation tutorial](https://www.youtube.com/watch?v=8R0lTIY7tfI). | |
* [2024.07.13] π₯ We release our pose&audio driven codes and models. | |
* [2024.07.12] π₯ WebUI and GradioUI versions are released. We thank @greengerong @Robin021 and @O-O1024 for their contributions. | |
* [2024.07.12] π₯ Our [paper](https://arxiv.org/abs/2407.08136) is in public on arxiv. | |
* [2024.07.09] π₯ We release our audio driven codes and models. | |
## Gallery | |
### Audio Driven (Sing) | |
<table class="center"> | |
<tr> | |
<td width=30% style="border: none"> | |
<video controls loop src="https://github.com/BadToBest/EchoMimic/assets/11451501/d014d921-9f94-4640-97ad-035b00effbfe" muted="false"></video> | |
</td> | |
<td width=30% style="border: none"> | |
<video controls loop src="https://github.com/BadToBest/EchoMimic/assets/11451501/877603a5-a4f9-4486-a19f-8888422daf78" muted="false"></video> | |
</td> | |
<td width=30% style="border: none"> | |
<video controls loop src="https://github.com/BadToBest/EchoMimic/assets/11451501/e0cb5afb-40a6-4365-84f8-cb2834c4cfe7" muted="false"></video> | |
</td> | |
</tr> | |
</table> | |
### Audio Driven (English) | |
<table class="center"> | |
<tr> | |
<td width=30% style="border: none"> | |
<video controls loop src="https://github.com/BadToBest/EchoMimic/assets/11451501/386982cd-3ff8-470d-a6d9-b621e112f8a5" muted="false"></video> | |
</td> | |
<td width=30% style="border: none"> | |
<video controls loop src="https://github.com/BadToBest/EchoMimic/assets/11451501/5c60bb91-1776-434e-a720-8857a00b1501" muted="false"></video> | |
</td> | |
<td width=30% style="border: none"> | |
<video controls loop src="https://github.com/BadToBest/EchoMimic/assets/11451501/1f15adc5-0f33-4afa-b96a-2011886a4a06" muted="false"></video> | |
</td> | |
</tr> | |
</table> | |
### Audio Driven (Chinese) | |
<table class="center"> | |
<tr> | |
<td width=30% style="border: none"> | |
<video controls loop src="https://github.com/BadToBest/EchoMimic/assets/11451501/a8092f9a-a5dc-4cd6-95be-1831afaccf00" muted="false"></video> | |
</td> | |
<td width=30% style="border: none"> | |
<video controls loop src="https://github.com/BadToBest/EchoMimic/assets/11451501/c8b5c59f-0483-42ef-b3ee-4cffae6c7a52" muted="false"></video> | |
</td> | |
<td width=30% style="border: none"> | |
<video controls loop src="https://github.com/BadToBest/EchoMimic/assets/11451501/532a3e60-2bac-4039-a06c-ff6bf06cb4a4" muted="false"></video> | |
</td> | |
</tr> | |
</table> | |
### Landmark Driven | |
<table class="center"> | |
<tr> | |
<td width=30% style="border: none"> | |
<video controls loop src="https://github.com/BadToBest/EchoMimic/assets/11451501/1da6c46f-4532-4375-a0dc-0a4d6fd30a39" muted="false"></video> | |
</td> | |
<td width=30% style="border: none"> | |
<video controls loop src="https://github.com/BadToBest/EchoMimic/assets/11451501/d4f4d5c1-e228-463a-b383-27fb90ed6172" muted="false"></video> | |
</td> | |
<td width=30% style="border: none"> | |
<video controls loop src="https://github.com/BadToBest/EchoMimic/assets/11451501/18bd2c93-319e-4d1c-8255-3f02ba717475" muted="false"></video> | |
</td> | |
</tr> | |
</table> | |
### Audio + Selected Landmark Driven | |
<table class="center"> | |
<tr> | |
<td width=30% style="border: none"> | |
<video controls loop src="https://github.com/BadToBest/EchoMimic/assets/11451501/4a29d735-ec1b-474d-b843-3ff0bdf85f55" muted="false"></video> | |
</td> | |
<td width=30% style="border: none"> | |
<video controls loop src="https://github.com/BadToBest/EchoMimic/assets/11451501/b994c8f5-8dae-4dd8-870f-962b50dc091f" muted="false"></video> | |
</td> | |
<td width=30% style="border: none"> | |
<video controls loop src="https://github.com/BadToBest/EchoMimic/assets/11451501/955c1d51-07b2-494d-ab93-895b9c43b896" muted="false"></video> | |
</td> | |
</tr> | |
</table> | |
**οΌSome demo images above are sourced from image websites. If there is any infringement, we will immediately remove them and apologize.οΌ** | |
## Installation | |
### Download the Codes | |
```bash | |
git clone https://github.com/BadToBest/EchoMimic | |
cd EchoMimic | |
``` | |
### Python Environment Setup | |
- Tested System Environment: Centos 7.2/Ubuntu 22.04, Cuda >= 11.7 | |
- Tested GPUs: A100(80G) / RTX4090D (24G) / V100(16G) | |
- Tested Python Version: 3.8 / 3.10 / 3.11 | |
Create conda environment (Recommended): | |
```bash | |
conda create -n echomimic python=3.8 | |
conda activate echomimic | |
``` | |
Install packages with `pip` | |
```bash | |
pip install -r requirements.txt | |
``` | |
### Download ffmpeg-static | |
Download and decompress [ffmpeg-static](https://www.johnvansickle.com/ffmpeg/old-releases/ffmpeg-4.4-amd64-static.tar.xz), then | |
``` | |
export FFMPEG_PATH=/path/to/ffmpeg-4.4-amd64-static | |
``` | |
### Download pretrained weights | |
```shell | |
git lfs install | |
git clone https://huggingface.co/BadToBest/EchoMimic pretrained_weights | |
``` | |
The **pretrained_weights** is organized as follows. | |
``` | |
./pretrained_weights/ | |
βββ denoising_unet.pth | |
βββ reference_unet.pth | |
βββ motion_module.pth | |
βββ face_locator.pth | |
βββ sd-vae-ft-mse | |
β βββ ... | |
βββ sd-image-variations-diffusers | |
β βββ ... | |
βββ audio_processor | |
βββ whisper_tiny.pt | |
``` | |
In which **denoising_unet.pth** / **reference_unet.pth** / **motion_module.pth** / **face_locator.pth** are the main checkpoints of **EchoMimic**. Other models in this hub can be also downloaded from it's original hub, thanks to their brilliant works: | |
- [sd-vae-ft-mse](https://huggingface.co/stabilityai/sd-vae-ft-mse) | |
- [sd-image-variations-diffusers](https://huggingface.co/lambdalabs/sd-image-variations-diffusers) | |
- [audio_processor(whisper)](https://openaipublic.azureedge.net/main/whisper/models/65147644a518d12f04e32d6f3b26facc3f8dd46e5390956a9424a650c0ce22b9/tiny.pt) | |
### Audio-Drived Algo Inference | |
Run the python inference script: | |
```bash | |
python -u infer_audio2vid.py | |
python -u infer_audio2vid_pose.py | |
``` | |
### Audio-Drived Algo Inference On Your Own Cases | |
Edit the inference config file **./configs/prompts/animation.yaml**, and add your own case: | |
```bash | |
test_cases: | |
"path/to/your/image": | |
- "path/to/your/audio" | |
``` | |
The run the python inference script: | |
```bash | |
python -u infer_audio2vid.py | |
``` | |
### Motion Alignment between Ref. Img. and Driven Vid. | |
(Firstly download the checkpoints with '_pose.pth' postfix from huggingface) | |
Edit driver_video and ref_image to your path in demo_motion_sync.py, then run | |
```bash | |
python -u demo_motion_sync.py | |
``` | |
### Audio&Pose-Drived Algo Inference | |
Edit ./configs/prompts/animation_pose.yaml, then run | |
```bash | |
python -u infer_audio2vid_pose.py | |
``` | |
### Pose-Drived Algo Inference | |
Set draw_mouse=True in line 135 of infer_audio2vid_pose.py. Edit ./configs/prompts/animation_pose.yaml, then run | |
```bash | |
python -u infer_audio2vid_pose.py | |
``` | |
### Run the Gradio UI | |
Thanks to the contribution from @Robin021: | |
```bash | |
python -u webgui.py --server_port=3000 | |
``` | |
## Release Plans | |
| Status | Milestone | ETA | | |
|:--------:|:-------------------------------------------------------------------------|:--:| | |
| β | The inference source code of the Audio-Driven algo meet everyone on GitHub | 9th July, 2024 | | |
| β | Pretrained models trained on English and Mandarin Chinese to be released | 9th July, 2024 | | |
| β | The inference source code of the Pose-Driven algo meet everyone on GitHub | 13th July, 2024 | | |
| β | Pretrained models with better pose control to be released | 13th July, 2024 | | |
| β | Accelerated models to be released | 17th July, 2024 | | |
| π | Pretrained models with better sing performance to be released | TBD | | |
| π | Large-Scale and High-resolution Chinese-Based Talking Head Dataset | TBD | | |
## Acknowledgements | |
We would like to thank the contributors to the [AnimateDiff](https://github.com/guoyww/AnimateDiff), [Moore-AnimateAnyone](https://github.com/MooreThreads/Moore-AnimateAnyone) and [MuseTalk](https://github.com/TMElyralab/MuseTalk) repositories, for their open research and exploration. | |
We are also grateful to [V-Express](https://github.com/tencent-ailab/V-Express) and [hallo](https://github.com/fudan-generative-vision/hallo) for their outstanding work in the area of diffusion-based talking heads. | |
If we missed any open-source projects or related articles, we would like to complement the acknowledgement of this specific work immediately. | |
## Citation | |
If you find our work useful for your research, please consider citing the paper : | |
``` | |
@misc{chen2024echomimic, | |
title={EchoMimic: Lifelike Audio-Driven Portrait Animations through Editable Landmark Conditioning}, | |
author={Zhiyuan Chen, Jiajiong Cao, Zhiquan Chen, Yuming Li, Chenguang Ma}, | |
year={2024}, | |
archivePrefix={arXiv}, | |
primaryClass={cs.CV} | |
} | |
``` | |
## Star History | |
[![Star History Chart](https://api.star-history.com/svg?repos=BadToBest/EchoMimic&type=Date)](https://star-history.com/?spm=5176.28103460.0.0.342a3da23STWrU#BadToBest/EchoMimic&Date) |