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Although the inherently ambiguous task of predicting what resides beyond all four edges of an image has rarely been explored before, we demonstrate that GANs hold powerful potential in producing reasonable extrapolations.
Framebreak: Dramatic image extrapolation by guided shift-maps
Yinda Zhang, Jianxiong Xiao, James Hays, and Ping Tan · 2013
Earlier work this paper cites.
Generative Adversarial Networks
Ian J. Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio · 2014
Earlier work this paper cites.
Unsupervised visual representation learning by context prediction
Carl Doersch, Abhinav Gupta, and Alexei A. Efros · 2015
Earlier work this paper cites.
Unsupervised learning of visual representations by solving jigsaw puzzles
Mehdi Noroozi and Paolo Favaro · 2016
Earlier work this paper cites.
Context Encoders: Feature Learning by Inpainting
Deepak Pathak, Philipp Krahenbuhl, Jeff Donahue, Trevor Darrell, and Alexei A. Efros · 2016
Earlier work this paper cites.
Colorization as a proxy task for visual understanding
Gustav Larsson, Michael Maire, and Gregory Shakhnarovich · 2017
Cited alongside, same era.
Globally and locally consistent image completion
Satoshi Iizuka, Edgar Simo-Serra, and Hiroshi Ishikawa · 2017
Cited alongside, same era.
Which training methods for GANs do actually converge?
Lars Mescheder, Andreas Geiger, and Sebastian Nowozin · 2018
Cited alongside, same era.
Painting Outside the Box: Image Outpainting with GANs
Mark Sabini and Gili Rusak · 2018
Cited alongside, same era.
Snapseed - apps on google play, Jun 2018
2018
Cited alongside, same era.
Wikiart: Visual art encyclopedia
Cited in the paper.
Places: A 10 Million Image Database for Scene Recognition
Bolei Zhou, Agata Lapedriza, Aditya Khosla, Aude Oliva, and Antonio Torralba · 2018
Later among the works it cites.
An Introduction to Image Synthesis with Generative Adversarial Nets
He Huang, Philip S. Yu, and Changhu Wang · 2018
Later among the works it cites.
Context-Aware Semantic Inpainting
Haofeng Li, Guanbin Li, Liang Lin, Hongchuan Yu, and Yizhou Yu · 2018
Later among the works it cites.
Wide-context semantic image extrapolation
Yi Wang, Xin Tao, Xiaoyong Shen, and Jiaya Jia · 2019
Closest in time.
SinGAN: Learning a Generative Model from a Single Natural Image
Tamar Rott Shaham, Tali Dekel, and Tomer Michaeli · 2019
Closest in time.
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