README.md

---
title: EchoMimic
emoji: 🐨
colorFrom: pink
colorTo: blue
sdk: gradio
sdk_version: 4.38.1
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>&emsp;
    <a href='https://github.com/JoeFannie' target='_blank'>Jiajiong Cao</a><sup>*</sup>&emsp;
    <a href='https://github.com/octavianChen' target='_blank'>Zhiquan Chen</a><sup></sup>&emsp;
    <a href='https://github.com/lymhust' target='_blank'>Yuming Li</a><sup></sup>&emsp;
    <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>

## &#x1F4E3; &#x1F4E3; Updates
* [2024.07.17] 🔥🔥🔥 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] 🔥 [ComfyUI](https://github.com/smthemex/ComfyUI_EchoMimic) is now available. Thanks @smthemex for the contribution. 
* [2024.07.13] 🔥 Thanks [NewGenAI](https://www.youtube.com/@StableAIHub) for the [video installation tutorial](https://www.youtube.com/watch?v=8R0lTIY7tfI).
* [2024.07.13] 🔥 We release our pose&audio driven codes and models.
* [2024.07.12] 🔥 WebUI and GradioUI versions are released. We thank @greengerong @Robin021 and @O-O1024 for their contributions.
* [2024.07.12] 🔥 Our [paper](https://arxiv.org/abs/2407.08136) is in public on arxiv.
* [2024.07.09] 🔥 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>

**（Some demo images above are sourced from image websites. If there is any infringement, we will immediately remove them and apologize.）**

## 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/
├── denoising_unet.pth
├── reference_unet.pth
├── motion_module.pth
├── face_locator.pth
├── sd-vae-ft-mse
│   └── ...
├── sd-image-variations-diffusers
│   └── ...
└── audio_processor
    └── 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 |
|:--------:|:-------------------------------------------------------------------------|:--:|
|    ✅    | The inference source code of the Audio-Driven algo meet everyone on GitHub   | 9th July, 2024 |
|    ✅    | Pretrained models trained on English and Mandarin Chinese to be released | 9th July, 2024 |
|    ✅    | The inference source code of the Pose-Driven algo meet everyone on GitHub   | 13th July, 2024 |
|    ✅    | Pretrained models with better pose control to be released                | 13th July, 2024 |
|    ✅    | Accelerated models to be released                                        | 17th July, 2024 |
|    🚀    | Pretrained models with better sing performance to be released            | TBD |
|    🚀    | 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)