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It is common in graphic design humans visually arrange various elements according to their design intent and semantics.
Numerical Optimization
Jorge Nocedal and Stephen J. Wright. 2006 · 2006
Earlier work this paper cites.
Learning layouts for single-pagegraphic designs
Peter O’Donovan, Aseem Agarwala, and Aaron Hertzmann. 2014 · 2014
Earlier work this paper cites.
Adam: A Method for Stochastic Optimization. In Int. Conf. Learn. Represent
Diederik P. Kingma and Jimmy Ba. 2015 · 2015
Earlier work this paper cites.
DesignScape: Design with interactive layout suggestions. In CHI
Peter O’Donovan, Aseem Agarwala, and Aaron Hertzmann. 2015 · 2015
Earlier work this paper cites.
On Implementing 2D Rectangular Assignment Algorithms
David F. Crouse. 2016 · 2016
Earlier work this paper cites.
The CMA Evolution Strategy: A Tutorial
Nikolaus Hansen. 2016 · 2016
Earlier work this paper cites.
Quality Diversity: A New Frontier for Evolutionary Computation
Justin K. Pugh, Lisa B. Soros, and Kenneth O. Stanley. 2016 · 2016
Earlier work this paper cites.
Generative Visual Manipulation on the Natural Image Manifold. In Eur. Conf. Comput. Vis
Jun-Yan Zhu, Philipp Krähenbühl, Eli Shechtman, and Alexei A. Efros. 2016 · 2016
Earlier work this paper cites.
Learning Visual Importance for Graphic Designs and Data Visualizations
Zoya Bylinskii, Nam Wook Kim, Peter O’Donovan, Sami Alsheikh, Spandan Madan, Hanspeter Pfister, Fredo Durand, Bryan Russell, and Aaron Hertzmann. 2017 · 2017
Earlier work this paper cites.
Rico: A Mobile App Dataset for Building Data-Driven Design Applications. In ACM Symp. User Inter. Soft. Tech
Biplab Deka, Zifeng Huang, Chad Franzen, Joshua Hibschman, Daniel Afergan, Yang Li, Jeffrey Nichols, and Ranjitha Kumar. 2017 · 2017
Earlier work this paper cites.
Automatic Generation of Constrained Furniture Layouts
Paul Henderson, Kartic Subr, and Vittorio Ferrari. 2017 · 2017
Earlier work this paper cites.
GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium. In Adv. Neural Inform. Process. Syst
Martin Heusel, Hubert Ramsauer, Thomas Unterthiner, Bernhard Nessler, and Sepp Hochreiter. 2017 · 2017
Earlier work this paper cites.
Exploring Generative 3D Shapes Using Autoencoder Networks. In SIGGRAPH Asia 2017 Technical Briefs (SA ’17) . Article 24, 4 pages
Nobuyuki Umetani. 2017 · 2017
Earlier work this paper cites.
Attention is All You Need. In Adv. Neural Inform. Process. Syst
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, undefinedukasz Kaiser, and Illia Polosukhin. 2017 · 2017
Earlier work this paper cites.
Progressive Growing of GANs for Improved Quality, Stability, and Variation. In Int. Conf. Learn. Represent
Tero Karras, Timo Aila, Samuli Laine, and Jaakko Lehtinen. 2018 · 2018
Cited alongside, same era.
Learning Design Semantics for Mobile Apps. In ACM Symp. User Inter. Soft. Tech
Thomas F. Liu, Mark Craft, Jason Situ, Ersin Yumer, Radomir Mech, and Ranjitha Kumar. 2018 · 2018
Cited alongside, same era.
Non-local Neural Networks. In IEEE Conf. Comput. Vis. Pattern Recog
Xiaolong Wang, Ross Girshick, Abhinav Gupta, and Kaiming He. 2018 · 2018
Cited alongside, same era.
What Characterizes Personalities of Graphic Designs?
Nanxuan Zhao, Ying Cao, and Rynson W.H. Lau. 2018 · 2018
Cited alongside, same era.
Semantic Photo Manipulation with a Generative Image Prior
David Bau, Hendrik Strobelt, William Peebles, Jonas Wulff, Bolei Zhou, Jun-Yan Zhu, and Antonio Torralba. 2019 · 2019
Cited alongside, same era.
Human-in-the-Loop Differential Subspace Search in High-Dimensional Latent Space
Chia-Hsing Chiu, Yuki Koyama, Yu-Chi Lai, Takeo Igarashi, and Yonghao Yue. 2020 · 2020
Later among the works it cites.
Neural Design Network: Graphic Layout Generation with Constraints. In Eur. Conf. Comput. Vis
Hsin-Ying Lee, Lu Jiang, Irfan Essa, Phuong B. Le, Haifeng Gong, Ming-Hsuan Yang, and Weilong Yang. 2020 · 2020
Later among the works it cites.
Attribute-conditioned Layout GAN for Automatic Graphic Design
Jianan Li, Jimei Yang, Jianming Zhang, Chang Liu, Christina Wang, and Tingfa Xu. 2020 · 2020
Later among the works it cites.
PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models. In IEEE Conf. Comput. Vis. Pattern Recog
Sachit Menon, Alex Damian, McCourt Hu, Nikhil Ravi, and Cynthia Rudin. 2020 · 2020
Later among the works it cites.
Exploiting Deep Generative Prior for Versatile Image Restoration and Manipulation. In Eur. Conf. Comput. Vis. , Andrea Vedaldi, Horst Bischof, Thomas Brox, and Jan-Michael Frahm (Eds.). 262–277
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Cited alongside, same era.
A Style-Based Generator Architecture for Generative Adversarial Networks. In IEEE Conf. Comput. Vis. Pattern Recog
Tero Karras, Samuli Laine, and Timo Aila. 2019 · 2019
Cited alongside, same era.
LayoutGAN: Synthesizing Graphic Layouts with Vector-Wireframe Adversarial Networks
Jianan Li, Jimei Yang, Aaron Hertzmann, Jianming Zhang, and Tingfa Xu. 2019 · 2019
Cited alongside, same era.
PyTorch: An Imperative Style, High-Performance Deep Learning Library. In Adv. Neural Inform. Process. Syst
Adam Paszke, Sam Gross, Francisco Massa, Adam Lerer, James Bradbury, Gregory Chanan, Trevor Killeen, Zeming Lin, Natalia Gimelshein, Luca Antiga, Alban Desmaison, Andreas Kopf, Edward Yang, Zachary DeVito, Martin Raison, Alykhan Tejani, Sasank Chilamkurthy, Benoit Steiner, Lu Fang, Junjie Bai, and Soumith Chintala. 2019 · 2019
Cited alongside, same era.
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Cited alongside, same era.
Content-aware Generative Modeling of Graphic Design Layouts
Xinru Zheng, Xiaotian Qiao, Ying Cao, and Rynson W.H. Lau. 2019 · 2019
Cited alongside, same era.
PubLayNet: Largest Dataset Ever for Document Layout Analysis. In IEEE Conf. Doc. Anal. Recog
Xu Zhong, Jianbin Tang, and Antonio Jimeno Yepes. 2019 · 2019
Cited alongside, same era.
Xingang Pan, Xiaohang Zhan, Bo Dai, Dahua Lin, Chen Change Loy, and Ping Luo. 2020 · 2020
Later among the works it cites.
READ: Recursive autoencoders for document layout generation. In IEEE Conf. Comput. Vis. Pattern Recog. Worksh
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Later among the works it cites.
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Jacob Schrum, Jake Gutierrez, Vanessa Volz, Jialin Liu, Simon Lucas, and Sebastian Risi. 2020 · 2020
Later among the works it cites.
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Pauli Virtanen, Ralf Gommers, Travis E Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, et al · 2020
Later among the works it cites.
Deep generative modeling for scene synthesis via hybrid representations
Zaiwei Zhang, Zhenpei Yang, Chongyang Ma, Linjie Luo, Alexander Huth, Etienne Vouga, and Qixing Huang. 2020 · 2020
Later among the works it cites.
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Jiapeng Zhu, Yujun Shen, Deli Zhao, and Bolei Zhou. 2020 · 2020
Later among the works it cites.
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