Enhancing Neural Style Transfer using Patch-Based Synthesis (Unknown language)

In: ACM/EG Expressive Symposium   ;  43-50  ;  2019

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We present a new approach to example-based style transfer which combines neural methods with patch-based synthesis to achieve compelling stylization quality even for high-resolution imagery. We take advantage of neural techniques to provide adequate stylization at the global level and use their output as a prior for subsequent patch-based synthesis at the detail level. Thanks to this combination, our method keeps the high frequencies of the original artistic media better, thereby dramatically increases the fidelity of the resulting stylized imagery. We also show how to stylize extremely large images (e.g., 340 Mpix) without the need to run the synthesis at the pixel level, yet retaining the original high-frequency details.

Table of contents conference proceedings

The tables of contents are generated automatically and are based on the data records of the individual contributions available in the index of the TIB portal. The display of the Tables of Contents may therefore be incomplete.

1
Non-Photorealistic Animation for Immersive Storytelling
Curtis, Cassidy J. / Dart, Kevin / Latzko, Theresa / Kahrs, John | 2019
11
Video Motion Stylization by 2D Rigidification
Delanoy, Johanna / Bousseau, Adrien / Hertzmann, Aaron | 2019
21
Learning from Multi-domain Artistic Images for Arbitrary Style Transfer
Xu, Zheng / Wilber, Michael / Fang, Chen / Hertzmann, Aaron / Jin, Hailin | 2019
33
Real-Time Patch-Based Stylization of Portraits Using Generative Adversarial Network
Futschik, David / Chai, Menglei / Cao, Chen / Ma, Chongyang / Stoliar, Aleksei / Korolev, Sergey / Tulyakov, Sergey / Kučera, Michal / Sýkora, Daniel | 2019
43
Enhancing Neural Style Transfer using Patch-Based Synthesis
Texler, Ondřej / Fišer, Jakub / Lukáč, Mike / Lu, Jingwan / Shechtman, Eli / Sýkora, Daniel | 2019
51
Sketching and Layering Graffiti Primitives
Berio, Daniel / Asente, Paul / Echevarria, Jose / Leymarie, Frederic Fol | 2019
61
Single Stroke Aerial Robot Light Painting
Ren, Kejia / Kry, Paul G. | 2019
69
Generating Playful Palettes from Images
DiVerdi, Stephen / Lu, Jingwan / Echevarria, Jose / Shugrina, Maria | 2019
79
Aesthetically-Oriented Atmospheric Scattering
Shen, Yang / Mallett, Ian / Shkurko, Konstantin | 2019
87
Abstract Shape Synthesis From Linear Combinations of Clelia Curves
Putnam, Lance / Todd, Stephen / Latham, William | 2019
101
Aesthetics of Curvature Bases for Sketches
Lippincott, Keith / Hatton, Ross L. / Grimm, Cindy | 2019
111
Defining Hatching in Art
Philbrick, Greg / Kaplan, Craig S. | 2019
123
Stipple Removal in Extreme-tone Regions
Azami, Rosa / Doyle, Lars / Mould, David | 2019
133
Irregular Pebble Mosaics with Sub-Pebble Detail
Javid, Ali Sattari / Doyle, Lars / Mould, David | 2019
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