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Guohua: Traditional Chinese painting, Landscape painting flower & bird painting

Home Page: https://www.JiQiYiShu.com

painting landscape flower bird ai art traditional-chinese-painting style-generation stylegan stylegan2-ada

guohua's Introduction

Guohua 国画

Guohua: Traditional Chinese painting, Landscape painting flower & bird painting

首期:国画(山水画 & 花鸟画)

机器艺术出品

1.定位:

机器艺术:探索人工智能艺术与设计,展现**元素

2.为什么做这个:

随着人工智能的发展,艺术结合的领域效果越来越好,应用场景丰富;但缺乏结合**元素的应用

3.怎么做的:

原理:使用对抗生成网络,结合最新的技术,采用少量样本训练得到国画-山水画。

基于强大的高清人脸预训练模型,在16G GPU单卡上训练,使用自适应数据增强的StyleGan2-ada网络, 在1700张山水画上训练12个小时、3000张花鸟画训练30个小时得到。

4. 现在有什么?

一期国画,已经覆盖国画中的重点题材:山水画、花鸟画。

5.效果图

5.1 生成的山水画效果图(多图、单图)
多图效果:

单图:

5.2 生成的花鸟画效果图(多图、单图)
多图:

单图:

5.团队:机器艺术社区(JiQiYiShu) | About Team

机器艺术社是开源协助组织,由国内外AI产业界和学术界同仁共同发起,探索人工智能艺术与设计,并展现**元素。

6.目前还有什么问题或课题 | Current Question and Research Topic

国画中的中文,目前生成的比较抽象,并不是具体的中文; 生成国画过程中,不仅生成高清晰艺术画,而且结合图像意境、带书法图字描述,是一个研究课题。

7.社区 | Community

机器艺术社区,目前处于创始阶段,现招募创始会员。 有意探索机器艺术或对此项目感兴趣的朋友,请发送邮件联系: [email protected]

8.后续 | Release Plan

机器艺术社区,在2021年10月1号之前,将推出5-10个带有**元素并结合最新AI技术的高质量的应用案例或场景,以及一些相关研究课题和发布相关论文。

9.网址 | Website

www.JiQiYiShu.com

10.机器艺术.国画数据集下载 | Downloads Images from JiQiYiShu

各约100幅

机器艺术-山水画 下载

机器艺术-花鸟画下载

参考 Reference

1.模型,StyleGan2:https://github.com/NVlabs/stylegan2

2.高清人脸数据集,Flickr-Faces-HQ Dataset (FFHQ), https://github.com/NVlabs/ffhq-dataset

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