Palette-Based and Harmony-Guided Colorization for Vector Icons

Miao Lin1*   I-Chao Shen2*   Hsiao-Yuan Chin1   Ruo-Xi Chen1   Bing-Yu Chen1


Publication and downloads

Miao Lin*, I-Chao Shen*, Hsiao-Yuan Chin, Ruo-Xi Chen, Bing-Yu Chen, Palette-Based and Harmony-Guided Colorization for Vector Icons, Computer Graphics Forum, Vol. 42, No. 7, (Proceedings of Pacific Graphics 2023 (PG 2023), Daejeon, Korea), 2023. (conditionally accept) (*: joint first authors)

Paper: [PDF, 13.1MB]
Video: [Video]

Abstract

Colorizing icon is a challenging task, even for skillful artists, as it involves balancing aesthetics and practical considerations. Prior works have primarily focused on colorizing pixel-based icons, which do not seamlessly integrate into the current vector-based icon design workflow. In this paper, we propose a palette-based colorization algorithm for vector icons without the need for rasterization. Our algorithm takes a vector icon and a five-color palette as input and generates various colorized results for designers to choose from. Inspired by the common icon design workflow, we developed our algorithm to consist of two steps: generating a colorization template and performing the palette-based color transfer. To generate the colorization templates, we introduce a novel vector icon colorization model that employs an MRF-based loss and a color harmony loss. The color harmony loss encourages the alignment of the resulting color template with widely used harmony templates. We then map the predicted colorization template to chroma-like palette colors to obtain diverse colorization results. We compare our results with those generated by previous pixel-based icon colorization methods and validate the effectiveness of our algorithm by evaluations in both qualitative and quantitative measurements. Our method enables icon designers to explore diverse colorization results for a single icon using different color palettes while also efficiently evaluating the suitability of a color palette for a set of icons.

BibTex
@article{ lin2023colorization,	      
author    = {Miao Lin and I-Chao Shen and Hsiao-Yuan Chin and Ruo-Xi Chen and Bing-Yu Chen},
title     = {Palette-Based and Harmony-Guided Colorization for Vector Icons},
journal   = {Computer Graphics Forum (Proc. Pacific Graphics 2023)},
year      = {2023}
}