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Unglossy to Glossy Image Conversion Using Deep Photo Style Transfer

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Abstract

In this paper, we propose a method of image conversion that changes unglossy images into glossy ones using deep photo style transfer. This style of transfer is expected to reproduce the desired image with a metallic appearance based on the technique used for texture transfer. A practical challenge was undertaken to create a gold, metallic image by transferring the style images of a gold ingot. To avoid excessive loss of color balance, we applied the YC r C b separation technique and used only the Y component to reproduce a glossy appearance. The luminance and saturation of the style image were altered to investigate the influence on the convergence of appearance because the converted images should be dependent on the contents of the images. The results of transfer were assessed by subjective evaluation using the semantic differential method. A style image with an appropriate amount of change in contrast was found suitable for an appropriate glossy appearance. Moreover, contrast in the style image can be appropriately chosen depending on the contents of the original images.
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Document Type: Research Article

Affiliations: 1: Chiba University, Graduate School of Science and Engineering, 1-33, Yayoi-cho, Inage-ku, Chiba-shi, Chiba, 263-8522, Japan 2: Chiba University, Institute for Global Prominent Research, 1-33, Yayoi-cho, Inage-ku, Chiba-shi, Chiba, 263-8522, Japan 3: Tokyo Metropolitan College of Industrial Technology, 8-17-1, Minami-Senju, Arakawa, Tokyo, 116-8523, Japan

Publication date: January 1, 2020

This article was made available online on January 28, 2020 as a Fast Track article with title: "Unglossy to Glossy Image Conversion Using Deep Photo Style Transfer".

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  • The Journal of Imaging Science and Technology (JIST) is dedicated to the advancement of imaging science knowledge, the practical applications of such knowledge, and how imaging science relates to other fields of study. The pages of this journal are open to reports of new theoretical or experimental results, and to comprehensive reviews. Only original manuscripts that have not been previously published, nor currently submitted for publication elsewhere, should be submitted.

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    Please note: For purposes of its Digital Library content, IS&T defines Open Access as papers that will be downloadable in their entirety for free in perpetuity. Copyright restrictions on papers vary; see individual paper for details.

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