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

Title	Publication	Links
Artificial Intelligence in the Creative Industries: A Review	arXiv 2020	paper
Neural Design Network: Graphic Layout Generation with Constraints	ECCV 2020	paper
Bionic Face Sketch Generator	IEEE Transactions on Cybernetics 2020	paper
Attribute-conditioned Layout GAN for Automatic Graphic Design	IEEE Transactions on Visualization and Computer Graphics 2020	paper
Category, process, and recommendation of design in an interactive evolutionary computation interior design experiment: a data-driven study	Cambridge University Press 2020	paper
Beauty in artistic expressions through the eyes of networks and physics	Journal of the Royal Society Interface 2020	paper
Predicting A Creator's Preferences In, and From, Interactive Generative Art	arXiv 2020	paper
Let Me Choose: From Verbal Context to Font Selection	ACL 2020	paper
ICONATE: Automatic Compound Icon Generation and Ideation	CHI 2020	paper
ManiGAN: Text-Guided Image	CVPR 2020	paper, code
Designing with AI for Digital Marketing	ACM UMAP 2020	paper
Content-aware Generative Modeling of Graphic Design Layouts	SIGGRAPH 2019	paper, code
May AI?: Design Ideation with Cooperative Contextual Bandits	CHI 2019	paper
LayoutGAN: Generating Graphic Layouts with Wireframe Discriminators	ICLR 2019	paper, code
Enabling Hyper-Personalisation: Automated Ad Creative Generation and Ranking for Fashion e-Commerce	recsysXfashion’19	paper
GANalyze: Toward Visual Definitions of Cognitive Image Properties	ICCV 2019	paper, code
Large Scale GAN Trainning for High Fidelity Natural Image Synthesis	ICLR 2019	paper, code
Exemplar based experience transfer	IUI 2019	paper
Graphic Narrative with Interactive Stylization Design	arXiv 2017	paper
Automatic Generation of Visual-Textual Presentation Layout	TOMM 2017	paper
Automatic Content-Aware Color and Tone Stylization	CVPR 2016	paper, code
Automating Layouts Bring Flipboard’s Magazine Style To Web And Windows	TechCrunch 2014	paper
Automatic Design of Colors for Magazine Covers	Imaging and Printing in a Web 2.0 World IV 2013	paper

🎯 Datasets

Title	Scale	Annotation	Year	Links
BAM! The Behance Artistic Media Dataset for Recognition Beyond Photography	6,500,0000+	Emotions, media, objects	2017	paper download
Rico: A Mobile App Dataset for Building Data-Driven Design Applications	9,3000+ Android App	UI metadata, layout, animations, Play Store metadata, screenshots with semantic annotations	2017	paper download
Photo aesthetics ranking network with attributes and content adaptation	10,000+	Aesthetics, Attributes	2016	paper download
AVA: A large-scale database for aesthetic visual analysis	250,000+	Aesthetics, content, style	2012	paper download

🎈 Events

Title	Links
CVPR Workshop on Computer Vision for Fashion, Art and Design	2020, 2019
NeurIPS Workshop on Machine Learning for Creativity and Design	2019, 2018, 2017
IEEE Workshop on Artificial Intelligence for Art Creation	2021

🏢 Companies

Name	Description	Found	Links
facet.ai	Facet is a content-aware image editor for crafting stunning visual stories.	2017	blog
Inmagine	Inmagine is a creative ecosystem encompassing various creative assets and business models. It is on a mission to make design easy for everyone by using artificial intelligence. Design.ai is one among its creative ecosystem who provide AI powered tools.	2001	news

📂 Projects

Name	Description	Links
IBM Design for AI	This is a online course offered by IBM to teach people or a team how to apply design thinking to artificial intelligence.	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	Year	Links
Know Your Onions: Graphic Design	Drew de Soto	2014	amazon
Grid systems in graphic design	Josef Müller-Brockmann	1996	amazon