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We present a bottom-up differentiable relaxation of the process of drawing points, lines and curves into a pixel raster.
Sketchpad a man-machine graphical communication system
Ivan E Sutherland · 1964
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Algorithm for computer control of a digital plotter
J. E. Bresenham · 1965
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Compositing digital images
Thomas Porter and Tom Duff · 1984
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An efficient antialiasing technique
Xiaolin Wu · 1991
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Isolator polynomials
Thomas W Sederberg and Geng-Zhe Chang · 1994
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Computer-generated pen-and-ink illustration
Georges Winkenbach and David H. Salesin · 1994
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Rendering parametric surfaces in pen and ink
Georges Winkenbach and David H. Salesin · 1996
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Painterly rendering with curved brush strokes of multiple sizes
Aaron Hertzmann · 1998
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The mnist database of handwritten digits, 1998
Yann LeCun, Corinna Cortes, and Christopher JC Burges · 1998
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A survey of stroke-based rendering
A. Hertzmann · 2003
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Distinctive image features from scale-invariant keypoints
David G. Lowe · 2004
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Image quality assessment: from error visibility to structural similarity
Zhou Wang, A. C. Bovik, H. R. Sheikh, and E. P. Simoncelli · 2004
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Hair self shadowing and transparency depth ordering using occupancy maps
Erik Sintorn and Ulf Assarsson · 2009
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Artist agent: A reinforcement learning approach to automatic stroke generation in oriental ink painting
Ning Xie, Hirotaka Hachiya, and Masashi Sugiyama · 2013
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Learning phrase representations using RNN encoder–decoder for statistical machine translation
Kyunghyun Cho, Bart van Merriënboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio · 2014
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Adam: A method for stochastic optimization
Diederik P. Kingma and Jimmy Ba · 2015
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Human-level concept learning through probabilistic program induction
Brenden M Lake, Ruslan Salakhutdinov, and Joshua B Tenenbaum · 2015
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Adversarial training for sketch retrieval
Antonia Creswell and Anil Anthony Bharath · 2016
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The sketchy database: learning to retrieve badly drawn bunnies
Patsorn Sangkloy, Nathan Burnell, Cusuh Ham, and James Hays · 2016
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Scribbler: Controlling deep image synthesis with sketch and color
Patsorn Sangkloy, Jingwan Lu, Chen Fang, Fisher Yu, and James Hays · 2017
Sketchsegnet: A rnn model for labeling sketch strokes
X. Wu, Y. Qi, J. Liu, and J. Yang · 2018
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The unreasonable effectiveness of deep features as a perceptual metric
Richard Zhang, Phillip Isola, Alexei A. Efros, Eli Shechtman, and Oliver Wang · 2018
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Learning to doodle with stroke demonstrations and deep q-networks
Tao Zhou, Chen Fang, Zhaowen Wang, Jimei Yang, Byungmoon Kim, Zhili Chen, Jonathan Brandt, and Demetri Terzopoulos · 2018
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Teaching gans to sketch in vector format
S Balasubramanian, Vineeth N Balasubramanian, et al · 2019
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Sketchhelper: Real-time stroke guidance for freehand sketch retrieval
Jungwoo Choi, Heeryon Cho, Jinjoo Song, and Sang Min Yoon · 2019
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Sketchparse: Towards rich descriptions for poorly drawn sketches using multi-task hierarchical deep networks
Ravi Kiran Sarvadevabhatla, Isht Dwivedi, Abhijat Biswas, and Sahil Manocha · 2017
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Sketch-a-net: A deep neural network that beats humans
Qian Yu, Yongxin Yang, Feng Liu, Yi-Zhe Song, Tao Xiang, and Timothy M Hospedales · 2017
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Deep learning for classical japanese literature
Tarin Clanuwat, Mikel Bober-Irizar, Asanobu Kitamoto, Alex Lamb, Kazuaki Yamamoto, and David Ha · 2018
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Synthesizing programs for images using reinforced adversarial learning
Yaroslav Ganin, Tejas Kulkarni, Igor Babuschkin, S. M. Ali Eslami, and Oriol Vinyals · 2018
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A neural representation of sketch drawings
David Ha and Douglas Eck · 2018
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Neural 3d mesh renderer
Hiroharu Kato, Yoshitaka Ushiku, and Tatsuya Harada · 2018
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Imagenet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness
Robert Geirhos, Patricia Rubisch, Claudio Michaelis, Matthias Bethge, Felix A. Wichmann, and Wieland Brendel · 2019
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Soft rasterizer: A differentiable renderer for image-based 3d reasoning
S. Liu, W. Chen, T. Li, and H. Li · 2019
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Unsupervised doodling and painting with improved SPIRAL
John F. J. Mellor, Eunbyung Park, Yaroslav Ganin, Igor Babuschkin, Tejas Kulkarni, Dan Rosenbaum, Andy Ballard, Theophane Weber, Oriol Vinyals, and S. M. Ali Eslami · 2019
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Neural painters: A learned differentiable constraint for generating brushstroke paintings
Reiichiro Nakano · 2019
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Strokenet: A neural painting environment
Ningyuan Zheng, Yifan Jiang, and Dingjiang Huang · 2019
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Differentiable vector graphics rasterization for editing and learning
Tzu-Mao Li, Michal Lukáč, Michaël Gharbi, and Jonathan Ragan-Kelley · 2020
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Deep learning for free-hand sketch: A survey and a toolbox
Peng Xu, Timothy M Hospedales, Qiyue Yin, Yi-Zhe Song, Tao Xiang, and Liang Wang · 2020
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Sketchgcn: Semantic sketch segmentation with graph convolutional networks
Lumin Yang, Jiajie Zhuang, Hongbo Fu, Kun Zhou, and Youyi Zheng · 2020
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Stylized neural painting
Zhengxia Zou, Tianyang Shi, Shuang Qiu, Yi Yuan, and Zhenwei Shi · 2020
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