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Graphic design is an effective language for visual communication.
Color Image Scale
Shigenobu Kobayashi · 1991
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Multi-linguistic optical font recognition using stroke templates
Hung-Ming Sun · 2006
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Automated color selection using semantic knowledge
Catherine Havasi, Robyn Speer, and Justin Holmgren · 2010
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Color semantics for image indexing
Martin Solli and Reiner Lenz · 2010
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Representation learning: a review and new perspectives
Yoshua Bengio, Aaron Courville, and Pascal Vincent · 2013
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Attribit: content creation with semantic attributes
Siddhartha Chaudhuri, Evangelos Kalogerakis, Stephen Giguere, and Thomas A. Funkhouser · 2013
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Automatic design of colors for magazine covers
Ali Jahanian, Jerry Liu, Qian Lin, Daniel R Tretter, Eamonn O’Brien-Strain, Seungyon Lee, Nic Lyons, and Jan P Allebach · 2013
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Auto-encoding variational bayes
Diederik P Kingma and Max Welling · 2013
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Conveying semantics through visual metaphor
Derrall Heath, David Norton, and Dan Ventura · 2014
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Exploratory font selection using crowdsourced attributes
Peter O’Donovan, Jundefinednis Lundefinedbeks, Aseem Agarwala, and Aaron Hertzmann · 2014
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Deepfont: Identify your font from an image
Zhangyang Wang, Jianchao Yang, Hailin Jin, Eli Shechtman, Aseem Agarwala, Jonathan Brandt, and Thomas S. Huang · 2015
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The Quick, Draw! - A.I. Experiment
J. Jongejan, H. Rowley, T. Kawashima, J. Kim, and N. Fox-Gieg · 2016
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Directing user attention via visual flow on web designs
Xufang Pang, Ying Cao, Rynson W. H. Lau, and Antoni B. Chan · 2016
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Identifying semantic blocks in web pages using gestalt laws of grouping
Zhen Xu and James Miller · 2016
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Automatic generation of visual-textual presentation layout
Xuyong Yang, Tao Mei, Ying-Qing Xu, Yong Rui, and Shipeng Li · 2016
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Enriching word vectors with subword information
Piotr Bojanowski, Edouard Grave, Armand Joulin, and Tomas Mikolov · 2017
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Rico: A mobile app dataset for building data-driven design applications
Biplab Deka, Zifeng Huang, Chad Franzen, Joshua Hibschman, Daniel Afergan, Yang Li, Jeffrey Nichols, and Ranjitha Kumar · 2017
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Learning diverse image colorization
Aditya Deshpande, Jiajun Lu, Mao-Chuang Yeh, Min Jin Chong, and David Forsyth · 2017
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Interpreting visual metaphors: Asymmetry and reversibility
Bipin Indurkhya and Amitash Ojha · 2017
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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Ł ukasz Kaiser, and Illia Polosukhin · 2017
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Learning a stroke‐based representation for fonts
Elena Balashova, Amit H. Bermano, Vladimir G. Kim, Stephen DiVerdi, Aaron Hertzmann, and Thomas A. Funkhouser · 2018
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Fontmatcher: font image paring for harmonious digital graphic design
Saemi Choi, Kiyoharu Aizawa, and Nicu Sebe · 2018
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Modeling fonts in context: Font prediction on web designs
Nanxuan Zhao, Ying Cao, and Rynson W. H. Lau · 2018
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What characterizes personalities of graphic designs?
Nanxuan Zhao, Ying Cao, and Rynson W. H. Lau · 2018
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Task-driven webpage saliency
Quanlong Zheng, Jianbo Jiao, Ying Cao, and Rynson W.H. Lau · 2018
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Document layout analysis: A comprehensive survey
Galal M. Binmakhashen and Sabri A. Mahmoud · 2019
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BERT: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova · 2019
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Visual font pairing
Shuhui Jiang, Zhaowen Wang, Aaron Hertzmann, Hailin Jin, and Yun Fu · 2019
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Layoutgan: Generating graphic layouts with wireframe discriminators
Jianan Li, Jimei Yang, Aaron Hertzmann, Jianming Zhang, and Tingfa Xu · 2019
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A learned representation for scalable vector graphics
Raphael Gontjio Lopes, David Ha, Douglas Eck, and Jonathon Shlens · 2019
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Content-aware generative modeling of graphic design layouts
Xinru Zheng, Xiaotian Qiao, Ying Cao, and Rynson WH Lau · 2019
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Language models are few-shot learners
Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, et al · 2020
Im2vec: Synthesizing vector graphics without vector supervision
Pradyumna Reddy, Michaël Gharbi, Michal Lukac, and Niloy J. Mitra · 2021
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A multi-implicit neural representation for fonts
Pradyumna Reddy, Zhifei Zhang, Zhaowen Wang, Matthew Fisher, Hailin Jin, and Niloy Mitra · 2021
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Document image layout analysis via explicit edge embedding network
Xingjiao Wu, Yingbin Zheng, Tianlong Ma, Hao Ye, and Liang He · 2021
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Canvasemb: Learning layout representation with large-scale pre-training for graphic design
Yuxi Xie, Danqing Huang, Jinpeng Wang, and Chin-Yew Lin · 2021
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Canvasvae: Learning to generate vector graphic documents
Kota Yamaguchi · 2021
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Infocolorizer: Interactive recommendation of color palettes for infographics
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Deepsvg: A hierarchical generative network for vector graphics animation
Alexandre Carlier, Martin Danelljan, Alexandre Alahi, and Radu Timofte · 2020
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Neural design network: Graphic layout generation with constraints
Hsin-Ying Lee, Lu Jiang, Irfan Essa, Phuong B Le, Haifeng Gong, Ming-Hsuan Yang, and Weilong Yang · 2020
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Sketch-bert: Learning sketch bidirectional encoder representation from transformers by self-supervised learning of sketch gestalt
Hangyu Lin, Yanwei Fu, Xiangyang Xue, and Yu-Gang Jiang · 2020
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Learning structural similarity of user interface layouts using graph networks
Dipu Manandhar, Dan Ruta, and John Collomosse · 2020
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Read: Recursive autoencoders for document layout generation
Akshay Gadi Patil, Omri Ben-Eliezer, Or Perel, and Hadar Averbuch-Elor · 2020
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Human experts outperform technology in creative markets
Evan Weingarten, Michael Meyer, Amit Shkenazi, and On Amir · 2020
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Lin-Ping Yuan, Ziqi Zhou, Jian Zhao, Yiqiu Guo, Fan Du, and Huamin Qu · 2021
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Geometry aligned variational transformer for image-conditioned layout generation
Yunning Cao, Ye Ma, Min Zhou, Chuanbin Liu, Hongtao Xie, Tiezheng Ge, and Yuning Jiang · 2022
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Exploring heterogeneous feature representation for document layout understanding
Guosheng Feng, Danqing Huang, Chin-Yew Lin, Damjan Dakic, Milos Milunovic, Tamara Stankovic, and Igor Ilic · 2022
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Vectorfusion: Text-to-svg by abstracting pixel-based diffusion models
Ajay Jain, Amber Xie, and Pieter Abbeel · 2022
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Unilayout: Taming unified sequence-to-sequence transformers for graphic layout generation
Zhaoyun Jiang, Huayu Deng, Zhongkai Wu, Jiaqi Guo, Shizhao Sun, Vuksan Mijovic, Zijiang Yang, Jian-Guang Lou, and Dongmei Zhang · 2022
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Coarse-to-fine generative modeling for graphic layouts
Zhaoyun Jiang, Shizhao Sun, Jihua Zhu, Jian-Guang Lou, and Dongmei Zhang · 2022
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Text2poster: Laying out stylized texts on retrieved images
Chuhao Jin, Hongteng Xu, Ruihua Song, and Zhiwu Lu · 2022
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Colorbo: Envisioned mandala coloringthrough human-ai collaboration
Eunseo Kim, Jeongmin Hong, Hyuna Lee, and Minsam Ko · 2022
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Blt: bidirectional layout transformer for controllable layout generation
Xiang Kong, Lu Jiang, Huiwen Chang, Han Zhang, Yuan Hao, Haifeng Gong, and Irfan Essa · 2022
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Pix2struct: Screenshot parsing as pretraining for visual language understanding
Kenton Lee, Mandar Joshi, Iulia Turc, Hexiang Hu, Fangyu Liu, Julian Eisenschlos, Urvashi Khandelwal, Peter Shaw, Ming-Wei Chang, and Kristina Toutanova · 2022
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Learning implicit glyph shape representation
Ying-Tian Liu, Yuan-Chen Guo, Yi-Xiao Li, Chen Wang, and Song-Hai Zhang · 2022
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Color recommendation for vector graphic documents based on multi-palette representation
Qianru Qiu, Xueting Wang, Mayu Otani, and Yuki Iwazaki · 2022
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Hierarchical text-conditional image generation with clip latents
Aditya Ramesh, Prafulla Dhariwal, Alex Nichol, Casey Chu, and Mark Chen · 2022
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High-resolution image synthesis with latent diffusion models
Robin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser, and Björn Ommer · 2022
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Danqing Shi, Weiwei Cui, Danqing Huang, Haidong Zhang, and Nan Cao · 2022
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Harmonized banner creation from multimodal design assets
Praneetha Vaddamanu, Vinay Aggarwal, Bhanu Prakash Reddy Guda, Balaji Vasan Srinivasan, and Niyati Chhaya · 2022
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Composition-aware graphic layout gan for visual-textual presentation designs
Min Zhou, Chenchen Xu, Ye Ma, Tiezheng Ge, Yuning Jiang, and Weiwei Xu · 2022
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Relation-enhanced detr for component detection in graphic design reverse engineering
Xixuan Hao, Danqing Huang, Jieru Lin, and Chin-Yew Lin · 2023
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Learn and sample together: Collaborative generation for graphic design layout
Haohan Weng, Danqing Huang, Tong Zhang, and Chin-Yew Lin · 2023
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Layout generation as intermediate action sequence prediction
Huiting Yang, Danqing Huang, Chin-Yew Lin, and Shengfeng He · 2023
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