Research on Image Generation and Style Transfer Algorithm Based on Deep Learning - Open Journal of Applied Sciences

OJAppS > Vol.9 No.8, August 2019

Open Journal of Applied Sciences

Volume 9, Issue 8 (August 2019)

ISSN Print: 2165-3917 ISSN Online: 2165-3925

Google-based Impact Factor: 0.92 Citations h5-index & Ranking

Research on Image Generation and Style Transfer Algorithm Based on Deep Learning ()

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Download as PDF (Size: 1175KB) PP. 661-672

DOI: 10.4236/ojapps.2019.98053 1,034 Downloads 2,672 Views Citations

Author(s)

Ruikun Wang

Affiliation(s)

School of Computer Science and Technology, Tianjin Polytechnic University, Tianjin, China.

ABSTRACT

Aiming at the current process of artistic creation and animation creation, there are a lot of repeated manual operations in the process of conversion from sketch to the stylized image. This paper presented a solution based on a deep learning framework to realize image generation and style transfer. The method first used the conditional generation to resist the network, optimizes the loss function of the training mapping relationship, and generated the actual image from the input sketch. Then, by defining and optimizing the perceptual loss function of the style transfer model, the style features are extracted from the image, thereby forming the actual The conversion between images and stylized art images. Experiments show that this method can greatly reduce the work of coloring and converting with different artistic effects, and achieve the purpose of transforming simple stick figures into actual object images.

KEYWORDS

Deep Learning, Image Generation, Style Transfer

Share and Cite:

Wang, R. (2019) Research on Image Generation and Style Transfer Algorithm Based on Deep Learning. Open Journal of Applied Sciences, 9, 661-672. doi: 10.4236/ojapps.2019.98053.

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