Method of Image Style Transfer Based on Edge Detection

被引:0
作者
Ye, Hanmin [1 ]
Liu, Wenjie [1 ]
Huang, Shiming [1 ]
机构
[1] Guilin Univ Technol, Sch Informat Sci & Engn, Guilin, Peoples R China
来源
PROCEEDINGS OF 2020 IEEE 4TH INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (ITNEC 2020) | 2020年
关键词
neural network; image style transfer; edge detection; markov random field;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In order to overcome the problem of edge information loss in the process of neural network processing, a method of neural network style transfer based on edge detection is presented. The edge information of the content image is extracted, and the edge information image is processed in the neural network together with the content image and the style image to constrain the edge information of the content image. Compared with Gatys algorithm and markov random field neural network algorithm, the content image edge structure after image style transfer is successfully retained.
引用
收藏
页码:1635 / 1639
页数:5
相关论文
共 15 条
[1]  
[Anonymous], 2017, ARXIV161007629
[3]  
Chen Y, 2017, IEEE IMAGE PROC, P2010, DOI 10.1109/ICIP.2017.8296634
[4]  
Efros AA, 2001, COMP GRAPH, P341, DOI 10.1145/383259.383296
[5]   Controlling Perceptual Factors in Neural Style Transfer [J].
Gatys, Leon A. ;
Ecker, Alexander S. ;
Bethge, Matthias ;
Hertzmann, Aaron ;
Shechtman, Eli .
30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017), 2017, :3730-3738
[6]   Image Style Transfer Using Convolutional Neural Networks [J].
Gatys, Leon A. ;
Ecker, Alexander S. ;
Bethge, Matthias .
2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, :2414-2423
[7]   A survey of stroke-based rendering [J].
Hertzmann, A .
IEEE COMPUTER GRAPHICS AND APPLICATIONS, 2003, 23 (04) :70-81
[8]   Image analogies [J].
Hertzmann, A ;
Jacobs, CE ;
Oliver, N ;
Curless, B ;
Salesin, DH .
SIGGRAPH 2001 CONFERENCE PROCEEDINGS, 2001, :327-340
[9]   Perceptual Losses for Real-Time Style Transfer and Super-Resolution [J].
Johnson, Justin ;
Alahi, Alexandre ;
Li Fei-Fei .
COMPUTER VISION - ECCV 2016, PT II, 2016, 9906 :694-711
[10]   State of the "Art": A Taxonomy of Artistic Stylization Techniques for Images and Video [J].
Kyprianidis, Jan Eric ;
Collomosse, John ;
Wang, Tinghuai ;
Isenberg, Tobias .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2013, 19 (05) :866-885