GithubHelp home page GithubHelp logo

chensjtu / ipercore Goto Github PK

View Code? Open in Web Editor NEW

This project forked from stevenliuwen/ipercore

1.0 0.0 0.0 23.01 MB

Liquid Warping GAN with Attention: A Unified Framework for Human Image Synthesis

Home Page: https://www.impersonator.org/work/impersonator-plus-plus.html

License: Apache License 2.0

Python 99.95% Shell 0.05%

ipercore's Introduction

Impersonator++

Update News

  • 12/10/2020, iPERCore-0.1.1, supports Windows.
  • 12/06/2020, iPERCore-0.1, all the base codes. The motion imitation scripts.

See the details of developing logs.

Liquid Warping GAN with Attention: A Unified Framework for Human Image Synthesis, including human motion imitation, appearance transfer, and novel view synthesis. Currently the paper is under review of IEEE TPAMI. It is an extension of our previous ICCV project impersonator, and it has a more powerful ability in generalization and produces higher-resolution results (512 x 512, 1024 x 1024) than the previous ICCV version.

๐Ÿงพ Colab Notebook ๐Ÿ“‘ Paper ๐Ÿ“ฑ Website ๐Ÿ“‚ Dataset ๐Ÿ’ก Bilibili
Open In Colab paper website Dataset bilibili

Installation

See more details, including system dependencies, python requirements and setups in install.md. Please follows the instructions in install.md to install this firstly.

Notice that imags_size=512 need at least 9.8GB GPU memory. if you are using a middle-level GPU(e.g. RTX 2060), you should change the image_size to 384 or 256. The following table can be used as a reference:

image_size preprocess personalize run_imitator recommended gpu
256x256 3.1 GB 4.3 GB 1.1 GB RTX 2060 / RTX 2070
384x384 3.1 GB 7.9 GB 1.5 GB GTX 1080Ti / RTX 2080Ti / Titan Xp
512x512 3.1 GB 9.8 GB 2 GB GTX 1080Ti / RTX 2080Ti / Titan Xp
1024x1024 3.1 GB 20 GB - RTX Titan / P40 / V100 32G

Run demos

1. Run on Google Colab

Open In Colab

2. Run with Console (scripts) mode

See scripts_runner for more details.

Citation

@article{liu2021liquid,
  title={Liquid warping GAN with attention: A unified framework for human image synthesis},
  author={Liu, Wen and Piao, Zhixin and Tu, Zhi and Luo, Wenhan and Ma, Lin and Gao, Shenghua},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year={2021},
  publisher={IEEE}
}

@InProceedings{lwb2019,
    title={Liquid Warping GAN: A Unified Framework for Human Motion Imitation, Appearance Transfer and Novel View Synthesis},
    author={Wen Liu and Zhixin Piao, Min Jie, Wenhan Luo, Lin Ma and Shenghua Gao},
    booktitle={The IEEE International Conference on Computer Vision (ICCV)},
    year={2019}
}

ipercore's People

Contributors

stevenliuwen avatar piaozhx avatar snehitvaddi avatar

Stargazers

Franklin Yang avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.