计算机工程与应用2024，Vol.60Issue(15)：170-179,10.DOI:10.3778/j.issn.1002-8331.2305-0042
融合超分辨率重构的图像任意风格迁移
Image Arbitrary Style Transfer via Super-Resolution Reconstruction
摘要
Abstract
Image style transfer refers to the transformation of an ordinary photograph into an image with other artistic style effects.To address the problems of low definition and lack of texture details in the generated image due to the inability to reconstruct the resolution of the generated image in style transfer algorithms,an image arbitrary style transfer via super-resolution reconstruction is proposed.The multi-channel feature processing module added in the model enhances the fea-ture expression by calculating the feature self-similarity,and a feature fusion module is proposed to improve the feature fusion effect.A feature decoder module is proposed to realize the image super-resolution reconstruction,in which features are fused several times to improve the stylized image quality.In the loss function,generative adversarial loss and whiten-ing process are added to further improve the stylization effect.The experiment shows the model has great arbitrary style transfer effect,and the stylized image during resolution reconstruction has rich details and clear texture.关键词
任意风格迁移/超分辨率重构/生成对抗网络/自注意力机制Key words
arbitrary style transfer/super-resolution reconstruction/generative adversarial network/self-attention mechanism分类
信息技术与安全科学引用本文复制引用
谭润,田启川,廉露,张晓行..融合超分辨率重构的图像任意风格迁移[J].计算机工程与应用,2024,60(15):170-179,10.基金项目
北京建筑大学研究生教育教学质量提升项目(J2022012) （J2022012）
北京建筑大学研究生创新项目. （）
