Arbitrary style transfer system with split-and-transform scheme

• Published in: Multimedia tools and applications Vol. 83; no. 23; pp. 62497 - 62517
• Main Authors: Tu, Ching-Ting, Lin, Hwei Jen, Tsai, Yihjia, Lin, Zi-Jun
• Format: Journal Article
• Language: English
• Published: New York Springer US 01.07.2024; Springer Nature B.V
• Subjects: Artificial neural networks; Coloring; Computer Communication Networks; Computer Science; Computing time; Data Structures and Information Theory; Effectiveness; Eigenvalues; Feature maps; Image quality; Linear transformations; Methods; Multimedia; Multimedia Information Systems; Neural networks; Special Purpose and Application-Based Systems; Image style transfer; Split and transform scheme; Locality; Convolutional neural network; Linear transformation; Whitening and coloring transform (WCT); Globality; Covariance matrix; Instance normalization (IN); Standard matrix; Eigenvalue decomposition (EVD)
• ISSN: 1573-7721; 1380-7501; 1573-7721
• DOI: 10.1007/s11042-023-16582-5

For the subject of arbitrary image style transfer, there have been some proposed architectures that directly compute the transformation matrix of the whitening and coloring transformation (WCT) to obtain more satisfactory transformation results. However, calculating the transformation matrix of WCT...