Wp-VTON:一个通过服装纹理书的纹保护虚拟试用网络
Xiangyu Mu1, Haijun Zhang1, Jianghong Ma2
1Department of Computer Science, Harbin Institute of Technology, Shenzhen, Shenzhen, 518055, Guangdong Province, China.
概括
本研究介绍了维护纹的虚拟试用网络 (WP-VTON),以提高虚拟试用现实性. WP-VTON增强了服装变形和纹理细节,以获得更准确的虚拟试穿体验.
科学领域:
- 计算机视觉 计算机视觉
- 人工智能的人工智能
- 时尚技术 时尚技术 时尚技术
背景情况:
- 虚拟试穿技术旨在将服装图像真实合成到目标个体上.
- 目前的生成对抗网络 (GAN) 方法在扭曲过程中难以准确地捕捉衣服的空间特征,例如纹.
- 现有的方法通常依赖于姿势和身体分析特征,限制了扭曲衣服的忠实性.
研究的目的:
- 提出一个新的防纹虚拟试用网络 (WP-VTON),以解决当前虚拟试用方法的局限性.
- 为了提高服装变形和纹理细节在虚拟试穿合成中的准确描绘.
- 为了提高虚拟试用技术的整体现实性和有效性.
主要方法:
- 从服装和人体的空间属性中整合正常特征到服装曲阶段,以更好地学习变形.
- 在试用生成阶段利用预先训练的StyleGAN,称为"服装纹理书",以优化纹理细节.
- 开发一个保护纹的虚拟试用网络 (WP-VTON),整合这些新型组件.
主要成果:
- WP-VTON有效地捕捉空间特征,提高了服装变形的准确性.
- 使用"服装纹理书"可以在生成的试用图像中增强纹理细节的优化.
- 在公共数据集上的实验结果显示,与基于最先进的GAN虚拟试用模型相比,性能优越.
结论:
- 拟议的WP-VTON方法通过保留纹和提高纹理保真性,显著提升了虚拟试用技术.
- WP-VTON为虚拟服装合成提供了更现实的,更有效的解决方案.
- 这项研究有助于开发更复杂,更准确的虚拟试用系统.
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