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Useful resources for creating Design Artificial Intelligence
https://github.com/shadowcz007/awesome-design.ai
List: awesome-design.ai
artificial-intelligence design
Last synced: 3 months ago
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Useful resources for creating Design Artificial Intelligence
Host: GitHub
URL: https://github.com/shadowcz007/awesome-design.ai
Owner: shadowcz007
License: mit
Created: 2021-02-15T03:26:57.000Z (over 3 years ago)
Default Branch: main
Last Pushed: 2022-10-21T08:51:36.000Z (about 2 years ago)
Last Synced: 2024-05-20T07:07:16.207Z (6 months ago)
Topics: artificial-intelligence, design
Language: Jupyter Notebook
Homepage: https://shadowcz007.github.io/awesome-design.ai/index.html
Size: 31 MB
Stars: 133
Watchers: 8
Forks: 16
Open Issues: 1
Metadata Files:
- Readme: README.md
- License: LICENSE
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README

        # awesome-design.ai



> :gift:  :gem: :rocket: Useful resources for creating Design Artificial Intelligence 



## Course

[2021-course](https://github.com/shadowcz007/awesome-design.ai/tree/main/2021-course/)

## Papers

| Title | Publication | Links | 

| --- | --- | --- |

| Endless Loops: Detecting and Animating Periodic Patterns in Still Images | SIGGRAPH 2021 | [paper](https://pub.res.lightricks.com/endless-loops/) |

| Screen Recognition: Creating Accessibility Metadata for Mobile Applications from Pixels 
通过屏幕截图识别UI语义 | CHI 2021 | [paper](https://dl.acm.org/doi/fullHtml/10.1145/3411764.3445186) |

| House-GAN++: Generative Adversarial Layout Refinement Networks 
建筑平面图生成 | CVPR 2021 | [paper](https://arxiv.org/abs/2103.02574) [笔记](https://mp.weixin.qq.com/s/jtPtiLagnJ2jiXmJtmCUcA)|

| Vinci: An Intelligent Graphic Design System for Generating Advertising Posters 
用于生成广告海报的智能图形设计系统 | CHI 2021 |[paper](https://dl.acm.org/doi/fullHtml/10.1145/3411764.3445117)|

| Automatic Comic Generation with Stylistic Multi-page Layouts and Emotion-driven Text Balloon Generation 
漫画自动生成系统：将影视生成为风格化多页布局和文字气泡| 2021 | [paper](https://arxiv.org/abs/2101.11111) |

| Predicting Visual Importance Across Graphic Design Types 
跨平面设计类型预测视觉重要性 | UIST 2020 | [paper](http://predimportance.mit.edu/#Paper) |

| Symbol Spotting on Digital Architectural Floor Plans Using a Deep Learning-based Framework 
使用深度学习在建筑平面图上检测符号 | CVPR2020 |[paper](https://arxiv.org/pdf/2006.00684)|

| GRIDS: Interactive Layout Design with Integer Programming 
自动布局生成之基于网格的布局 | CHI 2020 | [paper](https://arxiv.org/pdf/2001.02921)
[code](https://github.com/aalto-ui/GRIDS)
[笔记](https://mp.weixin.qq.com/s/QAKUou7ZQYY7vZv--9aAIw) |

| End-to-end Generative Floor-plan and Layout with Attributes and Relation Graph 
使用带属性和关系的图数据，生成平面布置图| 2020 | [paper](https://arxiv.org/pdf/2012.08514.pdf) | 

| Intelligent Home 3D: Automatic 3D-House Design from Linguistic Descriptions Only 
根据语言描述自动设计户型| CVPR 2020 |[paper](https://arxiv.org/abs/2003.00397) 
[code](https://github.com/chenqi008/HPGM)  |

| Auto Completion of User Interface Layout Design Using Transformer-Based Tree Decoders 
自动完成用户界面布局设计 | 2020 | [paper](https://arxiv.org/pdf/2001.05308.pdf) |

| RealitySketch:Embedding Responsive Graphics and Visualizations in AR through Dynamic Sketching 
在AR中嵌入响应式图形和可视化 | UIST 2020 | [paper](https://arxiv.org/pdf/2008.08688) 
[笔记](https://mp.weixin.qq.com/s/IPWo-dmKZeg4CHrNuPZYAw) |

| Artificial Intelligence in the Creative Industries: A Review 
综述：人工智能在创意产业的应用| arXiv 2020 | [paper](https://arxiv.org/pdf/2007.12391.pdf)
[笔记](https://mp.weixin.qq.com/s/5q2zm8gmPeN7kFRNkcOkPA)|

| Neural Design Network: Graphic Layout Generation with Constraints 
基于约束的布局生成 | ECCV 2020 | [paper](https://arxiv.org/pdf/1912.09421.pdf)
[笔记](https://mp.weixin.qq.com/s/S75tRSBh3hQIUAXn11AwCA) |

| Attribute-conditioned Layout GAN for Automatic Graphic Design 使用GAN的自动平面设计| IEEE Transactions on Visualization and Computer Graphics 2020 | [paper](https://www.researchgate.net/publication/341845193_Attribute-conditioned_Layout_GAN_for_Automatic_Graphic_Design) |  

| Category, process, and recommendation of design in an interactive evolutionary computation interior design experiment: a data-driven study | Cambridge University Press 2020 | [paper](https://doi.org/10.1017/S0890060420000050) |  

| Beauty in artistic expressions through the eyes of networks and physics | Journal of the Royal Society Interface  2020 | [paper](https://royalsocietypublishing.org/doi/pdf/10.1098/rsif.2019.0686) |  

| Predicting A Creator's Preferences In, and From, Interactive Generative Art 
预测使用者对艺术的偏好| arXiv 2020 | [paper](https://arxiv.org/pdf/2003.01274.pdf) | 

| Let Me Choose: From Verbal Context to Font Selection 
根据语义自动选择字体 | ACL 2020 | [paper](https://arxiv.org/pdf/2005.01151.pdf) |  

| ICONATE: Automatic Compound Icon Generation and Ideation 
图标组合与生成| CHI 2020 | [paper](http://nxzhao.com/projects/ICONATE/) 
[笔记](https://mp.weixin.qq.com/s/A-JocdwK5Sq501PZXDLo9w)|

| ManiGAN: Text-Guided Image Manipulation | CVPR 2020 |  [paper](https://arxiv.org/abs/1912.06203)
 [code](https://github.com/mrlibw/ManiGAN) |  

| Designing with AI for Digital Marketing 
数字营销中的人工智能设计 | ACM UMAP 2020 | [paper](https://dl.acm.org/doi/10.1145/3386392.3397600) |  

| Content-aware Generative Modeling of Graphic Design Layouts | SIGGRAPH 2019 | [paper](https://xtqiao.com/projects/content_aware_layout/) |  

| May AI: Design Ideation with Cooperative Contextual Bandits | CHI 2019 | [paper](https://dl.acm.org/doi/10.1145/3290605.3300863) 
[code](https://github.com/aalto-ui/MayAI) |  

| LayoutGAN: Generating Graphic Layouts with Wireframe Discriminators 
利用数据学习布局排版的新方法 | ICLR 2019 |  [paper](https://arxiv.org/pdf/1901.06767.pdf)
 [code](https://github.com/billzhonggz/LayoutGAN)
[笔记](https://mp.weixin.qq.com/s/Z754Dv1FMAJGGPunmmjntQ) |  

| Enabling Hyper-Personalisation: Automated Ad Creative Generation and Ranking for Fashion e-Commerce
 广告图生成与排序（个性化推荐） | [recsysXfashion’19](https://zalandoresearch.github.io/fashionxrecsys/) | [paper](https://arxiv.org/pdf/1908.10139.pdf) |  

| GANalyze: Toward Visual Definitions of Cognitive Image Properties | ICCV 2019 | [paper](https://openaccess.thecvf.com/content_ICCV_2019/papers/Goetschalckx_GANalyze_Toward_Visual_Definitions_of_Cognitive_Image_Properties_ICCV_2019_paper.pdf)
 [code](https://github.com/LoreGoetschalckx/GANalyze) |  

| Large Scale GAN Trainning for High Fidelity Natural Image Synthesis | ICLR 2019 |  [paper](https://arxiv.org/pdf/1809.11096.pdf)
 [code](https://artbreeder.com/browse)|  

| How to Generate a Thousand Master Plans: A Framework for Computational Urban Design 
 计算型城市设计框架 | simAUD 2019 | [paper](http://www.simaud.org/proceedings/) |

| Exemplar based experience transfer 
基于范例的海报生成 | IUI 2019 | [paper](https://dl.acm.org/doi/10.1145/3301275.3302300) |  

| Graphic Narrative with Interactive Stylization Design 
绘本叙事（漫画）生成 | arXiv 2017 | [paper](https://arxiv.org/pdf/1712.06654.pdf) 
[笔记](https://mp.weixin.qq.com/s/WgAh05J_21kygesbomKeew)| 

| Automatic Generation of Visual-Textual Presentation Layout 
图文排版的自动生成算法| TOMM 2017 | [paper](https://www.microsoft.com/en-us/research/wp-content/uploads/2016/08/a33-yang.pdf)
 [笔记](https://mp.weixin.qq.com/s/SYP2jnDwhJYL0NZ_HznTzQ)
 [介绍](https://zhuanlan.zhihu.com/p/28561485)|

| Automatic Content-Aware Color and Tone Stylization
 基于图像内容的色彩调整| CVPR 2016 | [paper](https://www.cv-foundation.org/openaccess/content_cvpr_2016/papers/Lee_Automatic_Content-Aware_Color_CVPR_2016_paper.pdf)
 [code](https://github.com/jinyu121/ACACTS) |  

| Automating Layouts Bring Flipboard’s Magazine Style To Web And Windows | TechCrunch 2014 | [paper](https://techcrunch.com/2014/03/23/layout-in-flipboard-for-web-and-windows/) |  

| Automatic Design of Colors for Magazine Covers
 杂志封面的自动配色| Imaging and Printing in a Web 2.0 World IV 2013 | [paper](http://people.csail.mit.edu/jahanian/papers/Jahanian_ColorDesign_ADoMC_EI2013.pdf) |  

| Color design support system considering color harmony
 考虑色彩和谐的色彩设计支持系统| IEEE 2002 | [paper](https://ieeexplore.ieee.org/document/1005020)

## Books

| Img | Name | Authors | Year | Links |  

| --- |--- | --- | --- | --- |  

|  | The Nature of Technology: What it is and how it evolves 
技术的本质 | W. Brian Arthur | 2011 | [amazon](https://www.amazon.com/-/zh/dp/1416544062) |

| | AI and UX Why Artificial Intelligence Needs User Experience 
为什么人工智能需要用户体验设计？| Gavin Lew; Robert M. Schumacher Jr. | 2020 |  [amazon](https://www.amazon.com/dp/148425774X) 
[笔记](https://mp.weixin.qq.com/s/uORDpOJf3Nbi6Q5pjSdHvw)|  

||Smart Cities and Artificial Intelligence: Convergent Systems for Planning, Design, and Operations 
智能城市和人工智能：规划、设计和运营的操作系统|Christopher Grant Kirwan, Zhiyong Fu |2020|[amazon](https://www.amazon.com/-/zh/dp/0128170247)
[笔记](https://mp.weixin.qq.com/s/avrtzjqLMRqb8Xy-d8Ao9Q)|

| | Machine learning for Designers 
给设计师的机器学习书| Patrick Hebron| 2016 | - |

## Tools

| Name | About | Links |

| --- | --- | --- |

| color-thief | Grab the color palette from an image 
 从图片提取色彩| [github](https://github.com/lokesh/color-thief)|

| smartcrop.js | Content aware image cropping 
基于内容的图片智能裁切 |[github](https://github.com/jwagner/smartcrop.js)|

| tfjs-models|Pretrained models 
预训练模型 |[github](https://github.com/tensorflow/tfjs-models)|

| p5.js | P5.js is a client-side JS platform that empowers artists, designers, students, and anyone to learn to code and express themselves creatively on the web|[github](https://github.com/processing/p5.js)|

## Sites

- [arxiv](https://arxiv.org/)

- [deepai](https://deepai.org/)

- [paperswithcode](https://paperswithcode.com/)

- [Algorithm-Driven Design](https://algorithms.design)

- [Generativeartistry](https://generativeartistry.com)

- [The Nature of Code](https://natureofcode.com/book)

- [The Coding Train](https://thecodingtrain.com)

- [Timrodenbroker](https://timrodenbroeker.de/resources)

- [ml4a](https://ml4a.github.io/classes)

- [Product Hunt – The best new products in tech](https://www.producthunt.com)

## Smart Products

Images

-	[DALL·E](https://openai.com/blog/dall-e/) 

Create images from text

-	[Designs.ai](https://designs.ai/en/logomaker) 

Create logos

-	[This Person Does Not Exist](https://thispersondoesnotexist.com/) 

Generate faces

Voice

- [Overdub](https://www.descript.com/overdub)

Clone voices

- [Replika](https://replika.ai/)

An AI companion

- [Replica](https://replicastudios.com/)

AI voice actors

Video

- [Rosebud AI](https://www.rosebud.ai/)

Create virtual characters

- [Alethea](https://alethea.ai/)

AI-generated avatars

- [Synthesia](https://www.synthesia.io/)

Create videos without actors

- [Reface](https://hey.reface.ai/)

Create face swap videos

Text

- GPT-3

An advanced language model

- [IdeasAI](https://ideasai.net/)

AI-generated startup ideas

- [Shortly](https://www.shortlyai.com/)

Complete your thoughts

- [Frase.io](https://www.frase.io/)

Create content briefs and answer questions

## Other

- [Color libraries for Material You](https://github.com/material-foundation/material-color-utilities)

谷歌的智能UI所使用的颜色配色方案

## Guide

[The Beginners Guide 初学者指南](https://github.com/shadowcz007/awesome-design.ai/tree/main/2021-course/预习指南.pdf)

## Support

Reach out to me at one of the following places!

- email at `[email protected]`

- weixin : `litnmnm`

![shadowcz007's github stats](https://github-readme-stats.vercel.app/api?username=shadowcz007)

## License

[![License](https://img.shields.io/:license-mit-blue.svg?style=flat-square)](LICENSE)