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```bash
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```
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---
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title: Liveportrait_video
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emoji: π»
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colorFrom: blue
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colorTo: indigo
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sdk: gradio
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sdk_version: 4.38.1
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app_file: app.py
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pinned: false
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license: apache-2.0
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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<h1 align="center">This is the modification of LivePortrait: Efficient Portrait Animation with Stitching and Retargeting Control for allowing video as a source </h1>
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<br>
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<div align="center">
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<!-- <a href='LICENSE'><img src='https://img.shields.io/badge/license-MIT-yellow'></a> -->
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<a href='https://arxiv.org/pdf/2407.03168'><img src='https://img.shields.io/badge/arXiv-LivePortrait-red'></a>
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<a href='https://liveportrait.github.io'><img src='https://img.shields.io/badge/Project-LivePortrait-green'></a>
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<a href ='https://github.com/KwaiVGI/LivePortrait'>Official Liveportrait</a>
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</div>
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<br>
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<p align="center">
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<img src="./assets/docs/showcase2.gif" alt="showcase">
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<br>
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π₯ For more results, visit LivePortrait <a href="https://liveportrait.github.io/"><strong>homepage</strong></a> π₯
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</p>
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## π₯ Getting Started
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### 1. Clone the code and prepare the environment
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```bash
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git clone https://github.com/KwaiVGI/LivePortrait
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cd LivePortrait
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# create env using conda
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conda create -n LivePortrait python==3.9.18
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conda activate LivePortrait
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# install dependencies with pip
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pip install -r requirements.txt
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```
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### 2. Download pretrained weights
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Download the pretrained weights from HuggingFace:
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```bash
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# you may need to run `git lfs install` first
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git clone https://huggingface.co/KwaiVGI/liveportrait pretrained_weights
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```
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Or, download all pretrained weights from [Google Drive](https://drive.google.com/drive/folders/1UtKgzKjFAOmZkhNK-OYT0caJ_w2XAnib) or [Baidu Yun](https://pan.baidu.com/s/1MGctWmNla_vZxDbEp2Dtzw?pwd=z5cn). We have packed all weights in one directory π. Unzip and place them in `./pretrained_weights` ensuring the directory structure is as follows:
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```text
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pretrained_weights
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βββ insightface
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β βββ models
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β βββ buffalo_l
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β βββ 2d106det.onnx
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β βββ det_10g.onnx
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βββ liveportrait
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βββ base_models
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β βββ appearance_feature_extractor.pth
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β βββ motion_extractor.pth
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β βββ spade_generator.pth
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β βββ warping_module.pth
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βββ landmark.onnx
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βββ retargeting_models
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βββ stitching_retargeting_module.pth
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```
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### 3. Inference π
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#### Fast hands-on
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```bash
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python inference.py
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```
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If the script runs successfully, you will get an output mp4 file named `animations/s6--d0_concat.mp4`. This file includes the following results: driving video, input image, and generated result.
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<p align="center">
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<img src="./assets/docs/inference.gif" alt="image">
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</p>
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Or, you can change the input by specifying the `-s` and `-d` arguments:
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```bash
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python inference.py -s assets/examples/source/s9.jpg -d assets/examples/driving/d0.mp4
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# disable pasting back to run faster
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python inference.py -s assets/examples/source/s9.jpg -d assets/examples/driving/d0.mp4 --no_flag_pasteback
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# more options to see
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python inference.py -h
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```
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For video: you can change the input by specifying the `-sd` and `-d` arguments:
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```bash
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python inference.py -sd assets/examples/driving/d3.mp4 -d assets/examples/driving/d0.mp4 -vd True
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# disable pasting back to run faster
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python inference.py -sd assets/examples/driving/d3.mp4 -d assets/examples/driving/d0.mp4 -vd True --no_flag_pasteback
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```
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#### Driving video auto-cropping
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π To use your own driving video, we **recommend**:
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- Crop it to a **1:1** aspect ratio (e.g., 512x512 or 256x256 pixels), or enable auto-cropping by `--flag_crop_driving_video`.
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- Focus on the head area, similar to the example videos.
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- Minimize shoulder movement.
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- Make sure the first frame of driving video is a frontal face with **neutral expression**.
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Below is a auto-cropping case by `--flag_crop_driving_video`:
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```bash
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python inference.py -s assets/examples/source/s9.jpg -d assets/examples/driving/d13.mp4 --flag_crop_driving_video
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```
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If you find the results of auto-cropping is not well, you can modify the `--scale_crop_video`, `--vy_ratio_crop_video` options to adjust the scale and offset, or do it manually.
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#### Template making
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You can also use the `.pkl` file auto-generated to speed up the inference, and **protect privacy**, such as:
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```bash
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python inference.py -s assets/examples/source/s9.jpg -d assets/examples/driving/d5.pkl
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```
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**Discover more interesting results on our [Homepage](https://liveportrait.github.io)** π
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### 4. Gradio interface π€
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We also provide a Gradio interface for a better experience, just run by:
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```bash
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python app.py
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```
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You can specify the `--server_port`, `--share`, `--server_name` arguments to satisfy your needs!
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## Acknowledgements
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We would like to thank the contributors of [FOMM](https://github.com/AliaksandrSiarohin/first-order-model), [Open Facevid2vid](https://github.com/zhanglonghao1992/One-Shot_Free-View_Neural_Talking_Head_Synthesis), [SPADE](https://github.com/NVlabs/SPADE), [InsightFace](https://github.com/deepinsight/insightface), [LivePortrait](https://github.com/KwaiVGI/LivePortrait) repositories, for their open research and contributions.
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## Citation π
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```bibtex
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@article{guo2024liveportrait,
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title = {LivePortrait: Efficient Portrait Animation with Stitching and Retargeting Control},
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author = {Guo, Jianzhu and Zhang, Dingyun and Liu, Xiaoqiang and Zhong, Zhizhou and Zhang, Yuan and Wan, Pengfei and Zhang, Di},
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journal = {arXiv preprint arXiv:2407.03168},
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year = {2024}
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}
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```
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