style2paints

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sketch + style = paints :art: (TOG2018/SIGGRAPH2018ASIA)

style2paints 최신버젼 다운로드

최종 버전 다운로드 (.zip)

// repository documentation

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# News

[Style2Paints V5 미리보기](https://github.com/lllyasviel/style2paints/tree/master/V5_preview)도 참조하세요.
 
**아래 내용은 이전 버전의 style2paints에 대한 것입니다. V5 소개를 보고 V5에 관심이 생기셨더라도, V4나 V4.5를 다운로드하실 필요는 없습니다. V5는 아직 미리보기 단계이며 아직 정식 출시되지 않았습니다.**
 
# Download Style2Paints V4.5

소프트웨어(Windows x64)를 직접 다운로드할 수 있습니다:

**다시 말씀드리지만, 이것은 style2paints V5가 아니라 style2paints V4.5입니다!**

Google Drive:

https://drive.google.com/open?id=1gmg2wwNIp4qMzxqP12SbcmVAHsLt1iRE

Baidu Drive (百度网盘):

https://pan.baidu.com/s/15xCm1jRVeHipHkiB3n1vzA

CUDA나 Python 같은 복잡한 도구를 설치할 필요가 **없습니다**. 그냥 다운로드한 후 일반 비디오 게임을 하듯이 더블 클릭하여 실행할 수 있습니다.

제안이나 아이디어가 있다면 언제든지 편하게 알려주세요. 제 개인 이메일 주소 [lvminzhang@acm.org] 또는 [lvminzhang@siggraph.org]로 직접 이메일을 보내셔도 됩니다.

# Welcome to style2paints V4!

![logo](https://github.com/lllyasviel/style2paints/raw/master/imgs/pages/logo.jpg)

Style2paints V4는 AI 기반의 선화 채색 도구입니다.

[![](https://img.shields.io/github/repo-size/lllyasviel/style2paints.svg)](https://github.com/lllyasviel/style2paints)
[![](https://img.shields.io/github/license/lllyasviel/style2paints.svg)](https://github.com/lllyasviel/style2paints)
[![](https://img.shields.io/github/issues/lllyasviel/style2paints.svg)](https://github.com/lllyasviel/style2paints/issues)
[![](https://img.shields.io/github/stars/lllyasviel/style2paints.svg?label=Stars&style=social)](https://github.com/lllyasviel/style2paints/stargazers)
[![](https://img.shields.io/twitter/follow/lvminzhang.svg?label=Follow&style=social)](https://twitter.com/lvminzhang)

기존의 엔드투엔드(end-to-end) 이미지 간 변환(image-to-image translation) 방식과 달리, style2paints V4는 **실제 인간의 작업 흐름(workflow)**에 맞춰 선화를 채색하는 **최초의** 시스템이며, 결과물은 **레이어**로 제공됩니다.

입력 (Inputs):

● 선화 (Linearts)
    ● (선택 사항) 사용자 힌트
    ● (선택 사항) 색상 스타일 참조 이미지
    ● (선택 사항) 빛의 위치와 색상

출력 (Outputs):

● 선이 없는 자동 색상 채우기 (단색/플랫/고유색/底色 컬러 레이어)
    ● 검은색 선이 포함된 자동 색상 채우기
    ● 선이 없는 자동 채색
    ● 검은색 선이 포함된 자동 채색
    ● 컬러 선이 포함된 자동 채색
    ● 자동 렌더링 (분리된 레이어)
    ● 자동 렌더링된 채색

Style2paints V4는 최고 수준의 품질을 제공합니다. 저희 시스템을 통해 분리된 레이어를 얻을 수 있습니다. 이 레이어들은 작업 흐름에 직접 사용할 수 있습니다. 기존의 모든 AI 기반 채색 도구와는 다르게, 저희 결과물은 단순한 'JPG/PNG' 이미지가 아니라 실제로 'PSD' 레이어 형태입니다.

사용자 안내서 (User Instruction): [https://style2paints.github.io/](https://style2paints.github.io/)

공식 [Twitter](https://twitter.com/lvminzhang) 계정도 운영하고 있습니다.

# 인간의 표준 채색 작업 흐름을 돕습니다!

대부분의 아티스트는 다음과 같은 작업 흐름에 익숙합니다:

스케치 -> 색상 채우기 -> 그라데이션/디테일 추가 -> 음영 처리

그리고 이에 상응하는 레이어는 다음과 같습니다:

선화 레이어 + 플랫 컬러 레이어 + 그라데이션 레이어 + 음영 레이어

Style2paints V4는 이러한 표준 채색 작업 흐름을 위해 설계되었습니다! Style2paints V4에서는 각 단계별로 분리된 결과를 자동으로 얻을 수 있습니다!

# Examples

![logo](https://github.com/lllyasviel/style2paints/raw/master/temps/show/pip.jpg)

여기 ABCD 형식의 몇 가지 결과물을 소개합니다. 사용자는 스케치를 업로드하고, 스타일을 선택하고, 광원을 배치하기만 하면 됩니다.

사람의 색상 보정 없이 결과물이 즉시 도출되는 경우, 우리는 이 결과를 **완전 자동 결과물(fully automatic result)**로 간주합니다. 결과물에 약간의 색상 보정이 필요한 경우, 사용자는 캔버스에 몇 개의 색상 힌트를 간단히 추가하여 AI 채색 과정을 유도할 수 있습니다. 이 경우, 우리는 이러한 결과물을 **반자동 결과물(semi-automatic results)**로 간주합니다. 반자동 결과물이라 하더라도 인간이 입력한 색상 힌트 점의 개수가 10개 미만인 경우, 우리는 이를 **거의 자동인 결과물(almost automatic result)**로 간주합니다. 본 절에서 제시되는 결과물의 약 절반은 **완전 자동 결과물**이며, 나머지는 모두 **거의 자동인 결과물**입니다. 아래의 모든 결과물은 15번 이하의 클릭으로 얻어진 것임을 참고해 주시기 바랍니다!

![logo](https://github.com/lllyasviel/style2paints/raw/master/temps/show/5.jpg)

![logo](https://github.com/lllyasviel/style2paints/raw/master/temps/show/1.jpg)

# Real-life results

![logo](https://github.com/lllyasviel/style2paints/raw/master/temps/show/t/a.png)
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lllyasviel/style2paints/raw/master/temps/show/t/47.jpg)
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# 저희에 대해 더 알아보세요!

사용자 안내서: [https://style2paints.github.io/](https://style2paints.github.io/)

또한 공식 [Twitter](https://twitter.com/IlIIlIIIllIllII) 계정도 운영하고 있습니다.

# 감사의 말씀

TaiZan에게 진심으로 감사드립니다. 그의 큰 도움이 없었다면 이 프로젝트를 달성할 수 없었을 것입니다.

# 라이선스

모든 코드는 Apache-2.0 License로 배포됩니다.

저희는 모든 사전 학습된 딥러닝 모델 및 바이너리 배포판에 대한 모든 권리를 보유합니다.

사용자가 채색한 이미지는 사용자의 소유이며, 채색된 결과물에는 어떠한 추가 라이선스도 부과하지 않습니다. 채색된 이미지를 상업적 또는 비상업적 용도로 자유롭게 사용하세요.

# 中文社区

我们有一个除了技术什么东西都聊的以技术交流为主的群。如果你一次加群失败，可以多次尝试: 816096787。

# 이전 출판물

## Style2paints V1:

ACPR 2017:

@Article{ACPR2017ZLM,
      author  = {LvMin Zhang, Yi Ji and ChunPing Liu},
      title   = {Style Transfer for Anime Sketches with Enhanced Residual U-net and Auxiliary Classifier GAN},
      conference = {Asian Conference on Pattern Recognition (ACPR)},
      year    = {2017},
    }

[paper](https://arxiv.org/abs/1706.03319)

## Style2paints V2:

출판물 없음.

## Style2paints V3:

TOG 2018:

@Article{ACMTOGTSC2018,
      author  = {LvMin Zhang, Chengze Li, Tien-Tsin Wong, Yi Ji and ChunPing Liu},
      title   = {Two-stage Sketch Colorization},
      journal = {ACM Transactions on Graphics},
      year    = {2018},
      volume  = {37},
      number  = {6},
      month   = nov,
      doi     = {https://doi.org/10.1145/3272127.3275090},
    }

[paper](https://github.com/lllyasviel/style2paints/blob/master/papers/sa.pdf)

## Style2paints V4:

출판물 없음.

## Style2paints V5 (Project SEPA, 미출시):

CVPR2021

@InProceedings{Filling2021zhang,
      author={Lvmin Zhang and Chengze Li and Edgar Simo-Serra and Yi Ji and Tien-Tsin Wong and Chunping Liu}, 
      booktitle={IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, 
      title={User-Guided Line Art Flat Filling with Split Filling Mechanism}, 
      year={2021}, 
    }

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