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This paper presents a GAN for generating images of handwritten lines conditioned on arbitrary text and latent style vectors.
The IAM-database: an English sentence database for offline handwriting recognition
U-V Marti and Horst Bunke · 2002
Earlier work this paper cites.
Connectionist temporal classification: Labelling unsegmented sequence data with recurrent neural networks
Alex Graves, Santiago Fernández, Faustino Gomez, and Jürgen Schmidhuber · 2006
Earlier work this paper cites.
Sketch2photo: Internet image montage
Tao Chen, Ming-Ming Cheng, Ping Tan, Ariel Shamir, and Shi-Min Hu · 2009
Earlier work this paper cites.
Offline handwriting recognition with multidimensional recurrent neural networks
Alex Graves and Jürgen Schmidhuber · 2009
Earlier work this paper cites.
ICDAR 2009 handwriting recognition competition
E. Grosicki and H. E. Abed · 2009
Earlier work this paper cites.
Generating sequences with recurrent neural networks
Alex Graves · 2013
Earlier work this paper cites.
Generative adversarial nets
Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio · 2014
Earlier work this paper cites.
Conditional generative adversarial nets
Mehdi Mirza and Simon Osindero · 2014
Earlier work this paper cites.
Autoencoding beyond pixels using a learned similarity metric
Anders Boesen Lindbo Larsen, Søren Kaae Sønderby, Hugo Larochelle, and Ole Winther · 2016
Earlier work this paper cites.
Photographic image synthesis with cascaded refinement networks
Qifeng Chen and Vladlen Koltun · 2017
Earlier work this paper cites.
Gans trained by a two time-scale update rule converge to a local nash equilibrium
Martin Heusel, Hubert Ramsauer, Thomas Unterthiner, Bernhard Nessler, and Sepp Hochreiter · 2017
Earlier work this paper cites.
Image-to-image translation with conditional adversarial networks
Phillip Isola, Jun-Yan Zhu, Tinghui Zhou, and Alexei A. Efros · 2017
Cited alongside, same era.
Are multidimensional recurrent layers really necessary for handwritten text recognition?
J. Puigcerver · 2017
Cited alongside, same era.
Data augmentation for recognition of handwritten words and lines using a cnn-lstm network
C. Wigington, S. Stewart, B. Davis, B. Barrett, B. Price, and S. Cohen · 2017
Cited alongside, same era.
Stackgan: Text to photo-realistic image synthesis with stacked generative adversarial networks
Han Zhang, Tao Xu, Hongsheng Li, Shaoting Zhang, Xiaogang Wang, Xiaolei Huang, and Dimitris N. Metaxas · 2017
Cited alongside, same era.
DeepWriting: Making Digital Ink Editable via Deep Generative Modeling
Emre Aksan, Fabrizio Pece, and Otmar Hilliges · 2018
Cited alongside, same era.
Adversarial generation of handwritten text images conditioned on sequences
Eloi Alonso, Bastien Moysset, and Ronaldo Messina · 2019
Later among the works it cites.
Generative adversarial network for handwritten text
B. Ji and Tianyi Chen · 2019
Later among the works it cites.
A style-based generator architecture for generative adversarial networks
Tero Karras, Samuli Laine, and Timo Aila · 2019
Later among the works it cites.
Few-shot unsupervised image-to-image translation
Ming-Yu Liu, Xun Huang, Arun Mallya, Tero Karras, Timo Aila, Jaakko Lehtinen, and Jan Kautz · 2019
Later among the works it cites.
Unsupervised doodling and painting with improved spiralq
John F. J. Mellor, Eunbyung Park, Yaroslav Ganin, Igor Babuschkin, Tejas Kulkarni, Dan Rosenbaum, Andy Ballard, Théophane Weber, Oriol Vinyals, and S. M. Ali Eslami · 2019
Later among the works it cites.
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Yunjey Choi, Minje Choi, Munyoung Kim, Jung-Woo Ha, Sunghun Kim, and Jaegul Choo · 2018
Cited alongside, same era.
Multimodal unsupervised image-to-image translation
Xun Huang, Ming-Yu Liu, Serge Belongie, and Jan Kautz · 2018
Cited alongside, same era.
Geometry score: A method for comparing generative adversarial networks
Valentin Khrulkov and Ivan Oseledets · 2018
Cited alongside, same era.
Umap: Uniform manifold approximation and projection for dimension reduction
Leland McInnes, John Healy, and James Melville · 2018
Cited alongside, same era.
High-resolution image synthesis and semantic manipulation with conditional gans
Ting-Chun Wang, Ming-Yu Liu, Jun-Yan Zhu, Andrew Tao, Jan Kautz, and Bryan Catanzaro · 2018
Cited alongside, same era.
Start, follow, read: End-to-end full-page handwriting recognition
Curtis Wigington, Chris Tensmeyer, Brian Davis, William Barrett, Brian Price, and Scott Cohen · 2018
Cited alongside, same era.
Perceptual losses for real-time style transfer and super-resolution
Justin Johnson, Alexandre Alahi, and Li Fei-Fei
Cited in the paper.
Neural painters: A learned differentiable constraint for generating brushstroke paintings
Reiichiro Nakano · 2019
Later among the works it cites.
Semantic image synthesis with spatially-adaptive normalization
Taesung Park, Ming-Yu Liu, Ting-Chun Wang, and Jun-Yan Zhu · 2019
Later among the works it cites.
ScrabbleGAN: Semi-supervised varying length handwritten text generation
Sharon Fogel, Hadar Averbuch-Elor, Sarel Cohen, Shai Mazor, and Roee Litman · 2020
Closest in time.
GANwriting: Content-conditioned generation of styled handwritten word images
Lei Kang, Pau Riba, Yaxing Wang, Marccal Rusinol, Alicia Fornés, and Mauricio Villegas · 2020
Closest in time.
Analyzing and improving the image quality of styleGAN
Tero Karras, Samuli Laine, Miika Aittala, Janne Hellsten, Jaakko Lehtinen, and Timo Aila · 2020
Closest in time.
Stackgan++: Realistic image synthesis with stacked generative adversarial networks
Han Zhang, Tao Xu, Hongsheng Li, Shaoting Zhang, Xiaogang Wang, Xiaolei Huang, and Dimitris N Metaxas · 2020
Closest in time.