Interactive style transfer: Towards styling user-specified object

College

College of Computer Studies

Department/Unit

Software Technology

Document Type

Conference Proceeding

Source Title

VCIP 2018 - IEEE International Conference on Visual Communications and Image Processing

Publication Date

7-2-2018

Abstract

Researches dealing with the task of style transfer have focused and produced results that only transfers the style of a reference image to the entirety of another image. As this domain would be beneficial in digital art, it would be preferable for such algorithms to support a more flexible style transfer, such that the style would be applied only on a specific portion of an image. We propose a framework that can selectively apply a given style onto an object using only 4 user-defined points. Our approach combines a style transfer module and an object segmentation module to synthesize the stylized image. As the ultimate goal is to develop an artistic application tool, we also introduce a method that makes use of specific filters to preserve certain characteristics of an image, such as its high frequency components. Experiments show that our proposed method is able to produce pleasing results with minimal effort while also being able to handle more complicated tasks such as the application of multiple reference style images onto different objects in an image. © 2018 IEEE.

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Digitial Object Identifier (DOI)

10.1109/VCIP.2018.8698689

Disciplines

Computer Sciences

Keywords

Image segmentation

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