Artistic Text Style Transfer: An overview of state-of-the-art methods and datasets [SP Forum

Abstract

Word art, which is text rendered with properly designed appealing artistic effects, has been a popular form of art throughout human history. Artistic text effects are of great aesthetic value and symbolic significance. Decorating with appropriate effects not only makes text more attractive but also significantly enhances the atmosphere of a scene. Thus, artistic text effects are widely used in publicity and advertising. Some text effects are simple, such as colors and shadows, while some can be complex, such as the burning flames in <xref ref-type="fig" rid="fig1" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">Figure 1</xref> and exquisite decorations in <xref ref-type="fig" rid="fig2" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">Figure 2</xref> . Manually creating vivid text effects requires lots of time and a series of complicated operations: observing the target glyphs, designing appropriate artistic effects, warping the texture to match the character shapes, and so on. It consumes hours of time even for well-trained designers. To produce word art more conveniently and efficiently, artistic text style transfer has been proposed recently to automatically render text with given artistic effects.