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Facial expression transformation for anime-style image based on decoder control and attention mask

Signal Processing: Image Communication 2025年 138卷

作者： Rao, Xinhao Min, Weidong Deng, Ziyang Liu, Mengxue School of Software Nanchang University Nanchang330047 China School of Mathematics and Computer Science Nanchang University Nanchang330031 China Institute of Metaverse Nanchang University Nanchang330031 China Jiangxi Provincial Key Laboratory of Virtual Reality Nanchang330031 China

Human facial expression transformation has been extensively studied using Generative Adversarial Networks (GANs) recently. GANs have also shown successful attempts in transforming anime-style images. However, current methods for anime pictures fail to refine the expression control efficiently, leading to control effects weaker than expected. Moreover, it remains challenging to maintain the original anime face identity information while transforming. To address these issues, we propose an expression transformation method for anime-style images. In order to enhance the control effect of discrete emoticon tags, a mapping network is proposed to map them to high-dimensional control information, which is then injected into the network multiple times during transformation. Additionally, for better maintaining the anime face identity information while transforming, an integrated attention mask mechanism is introduced to enable the network's expression control to focus on the expression-related features, while avoiding affecting the unrelated features. Finally, we conduct a large number of experiments to verify the validity of the proposed method, and both quantitative and qualitative evaluations are carried out. The results demonstrate the superiority of our proposed method compared to existing methods based on multi-domain image-to-image translation. © 2025

关键词： Anime-style image decoder control Expression transformation Image-to-image translation Muti-domain translation

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Varian :: 7X :: 98A9906074 Varian Microprogramming Guide Jul75

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2016年

Varian :: 7X :: 98A9906074 Varian Microprogramming Guide Jul75 by published by

关键词： 98a9906074 address alu alu input alu output control control store data data machines decoder control equ field field equals guide instruction jul75 memory memory input microprogramming operand register program counter varian varian data

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