About Design AI Resources

Curated Design + AI resources such as papers, datasets, events, companies, etc. Papers and events are sorted by time (newest first).

See the contribution guide if you want to add contents.

📃 Papers

Name	Title	Description	Publication	Links
LayoutGAN	LayoutGAN: Generating Graphic Layouts with Wireframe Discriminators	提出了一个可以生成Layout的GAN模型。	ICLR 2019	[paper] [code]
ManiGAN	ManiGAN: Text-Guided Image	用文字来指引图像的修改。	CVPR 2020	[paper] [code]
GANalyze	GANalyze: Toward Visual Definitions of Cognitive Image Properties	使用GANs来研究认知特性，如记忆、美学和情感效价。这种方法可以让图片更容易记住。	MIT Computer Science and Artificial Intelligence Laboratory	[paper] [code]
BigGANs	Large Scale GAN Trainning for High Fidelity Natural Image Synthesis	使用GAN生成高分辨率图像	ICLR 2019	[paper] [code]

🎯 Datasets

Name	Title	Description	Scale	Annotation	Links
AVA	AVA: A large-scale database for aesthetic visual analysis	大规模图像美学数据集	250,000+	Aesthetics, content, style	[paper] [download]
AADB	Photo aesthetics ranking network with attributes and content adaptation	大规模图像美学评价及属性数据集	10,000+	Aesthetics, Attributes	[paper] [download]
BAM	BAM! The Behance Artistic Media Dataset for Recognition Beyond Photography	基于Behance图像的大规模当代艺术作品数据集	6,500,0000+	Emotions, media, objects	[paper] [download]

🎈 Events

Name	Title	Links
CVPR Workshop	CVPR Workshop on Computer Vision for Fashion, Art and Design	[2020 ], [2019]

🏢 Companies

Name	Description	Found	Links
facet.ai	Facet is a content-aware image editor for crafting stunning visual stories.	2017	blog

📂 Projects

Name	Description	Links
ColorGram	colorgram.py is a Python library that lets you extract colors from images. Compared to other libraries, the colorgram algorithm's results are more intense.	[repo]

📙 Books

Name	Authors	Links
Grid systems in graphic design	Josef Müller-Brockmann	[amazon]