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Cartoon and Texture Decomposition-Based Color Transfer for Fabric Images

Published: 01 January 2017 Publication History

Abstract

A color design process for fabric images can resort to a solution of a color transfer problem based on given color themes. Usually, the color transfer process contains an image segmentation phase and an image construction phase. In this paper, a novel color transfer method for fabric images is proposed. Compared with classical color transfer methods, the new method has the following three main innovations. First, the new method, in its image segmentation phase, follows an assumption that a fabric image can be decomposed into cartoon and texture components, which means the new color transfer method, in its image segmentation, phase incorporates an image decomposition process. The advantage of the innovation is that the cartoon component is more suitable than the original image to be used to partition the fabric image. Second, the new color transfer method can generate more vivid color transfer results since the above texture component is used to describe yarn texture details in the image construction phase. Third, the total generalized variation (TGV) regularizer is used to further improve the performance of image decomposition. Here, the TGV regularizer is good at estimating the weak lightness variation of the cartoon component with the CIELab color scheme. In addition, by using the augmented Lagrange multiplier method, we derive an efficient algorithm to search for the solutions to the proposed color transfer problem. Numerical results demonstrate that the proposed color transfer method can generate better results for fabric images.

Cited By

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  • (2025)Fabric image recolorization by fuzzy pretrained neural networkThe Visual Computer: International Journal of Computer Graphics10.1007/s00371-024-03510-341:3(1907-1920)Online publication date: 1-Feb-2025
  • (2024)Color Transfer for Images: A SurveyACM Transactions on Multimedia Computing, Communications, and Applications10.1145/363515220:8(1-29)Online publication date: 9-Jul-2024
  • (2023)An improved OSV cartoon-texture decomposition modelMultimedia Tools and Applications10.1007/s11042-023-14521-y82:17(25761-25777)Online publication date: 2-Mar-2023
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cover image IEEE Transactions on Multimedia
IEEE Transactions on Multimedia  Volume 19, Issue 1
January 2017
211 pages

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IEEE Press

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Published: 01 January 2017

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Cited By

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  • (2025)Fabric image recolorization by fuzzy pretrained neural networkThe Visual Computer: International Journal of Computer Graphics10.1007/s00371-024-03510-341:3(1907-1920)Online publication date: 1-Feb-2025
  • (2024)Color Transfer for Images: A SurveyACM Transactions on Multimedia Computing, Communications, and Applications10.1145/363515220:8(1-29)Online publication date: 9-Jul-2024
  • (2023)An improved OSV cartoon-texture decomposition modelMultimedia Tools and Applications10.1007/s11042-023-14521-y82:17(25761-25777)Online publication date: 2-Mar-2023
  • (2022)Facial-expression-aware Emotional Color Transfer Based on Convolutional Neural NetworkACM Transactions on Multimedia Computing, Communications, and Applications10.1145/346438218:1(1-19)Online publication date: 27-Jan-2022
  • (2021)Structure-Texture Image Decomposition Using Discriminative Patch RecurrenceIEEE Transactions on Image Processing10.1109/TIP.2020.304366530(1542-1555)Online publication date: 5-Jan-2021
  • (2020)Fast Hue-Division-Based Selective Color TransferIEEE Transactions on Circuits and Systems for Video Technology10.1109/TCSVT.2019.292152430:9(2853-2866)Online publication date: 2-Sep-2020
  • (2019)Saliency Detection Based on Non-convex Weighted SurrogatesProceedings of the Third International Symposium on Image Computing and Digital Medicine10.1145/3364836.3364852(76-81)Online publication date: 24-Aug-2019
  • (2019)BranchGAN: Unsupervised Mutual Image-to-Image Transfer With A Single Encoder and Dual DecodersIEEE Transactions on Multimedia10.1109/TMM.2019.292061321:12(3136-3149)Online publication date: 19-Nov-2019
  • (2019)Data-driven main color map feature learning, design and simulation for smart ethnic clothFuture Generation Computer Systems10.1016/j.future.2019.02.05497:C(153-164)Online publication date: 1-Aug-2019
  • (2019)An Effective Weighted Hybrid Regularizing Approach for Image Noise ReductionCircuits, Systems, and Signal Processing10.1007/s00034-018-0853-138:1(218-241)Online publication date: 1-Jan-2019

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