VITON: An Image-based Virtual Try-on Network (CVPR 2018)[2] 这篇文章首次提出了虚拟试衣(Virtual Try-On)的任务,利用从粗到细(Coarse-to-fine)的生成方式将目标衣物转换到目标人物身上。生成思路简单清晰,此处就不再分点解读了。基于Conditional GAN的思路,这篇文章提出使用一个clot
基于图像的虚拟试衣:VITON:An Image-based Virtual Try-on Network(2018),程序员大本营,技术文章内容聚合第一站。
Code and dataset for the CVPR 2018 paper "VITON: An Image-based Virtual Try-on Network"Person representation extractionThe person representation used in this paper are extracted by a 2D pose estimator and a human parser:Realtime Multi-Person Pose Estimation Self-supervised Structure-sensitive Learnin...
VTNFP: An Image-based Virtual Try-on Network with Body and Clothing Feature Preservation (ICCV 2019)[4] 概述 文章为了进一步提升生成图像的纹理质量提出了VTNFP,一个三阶段的生成网络。此方法首先对衣物进行变形,之后预测穿着目标服装的人体分割图,最后将组合的人体表征和扭曲后的服装concat起来生成最终结果。整...
In this paper, we propose an image-based virtual try-on network, LA-VITON, which allows the generation of high fidelity try-on images that preserves both the overall appearance and the characteristics of clothing items. The proposed network consists of two modules: Geometric Matching Module (GMM...
Recent advancements in Virtual Try-On (VTO) have demonstrated exceptional efficacy in generating realistic images and preserving garment details, largely attributed to the robust generative capabilities of text-to-image (T2I) diffusion backbones. However, the T2I models that underpin these methods have...
VITON was a dataset for virtual try-on of clothing items. It consisted of 16,253 pairs of images of a person and a clothing item . The authors have removed the dataset and it is no longer publicly available due to copyright issues.
[4] HAN X., WU Z., WU Z., YU R., DAVIS L. S.: Viton: An image-based virtual try-on network. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (2018). [5] KARRAS T., LAINE S., AILA T.: A style-based generator architecture for generative adversar...
Image Based Virtual Try-on Network from Unpaired Data.pdf 1.7M· 百度网盘 优点:①只需要单张图片的输入而不需要图像对,也不需要显式3D信息(也就是不需要多张不同角度的图片);②可将多张图片的输入衣物叠加合成,并且合成的衣物类型可控;效果如下图③还提供了一种优化算法合成比较精细的纹理 方法:分三部分Se...
Abstract:The task of image-based virtual try-on aims to transfer a target clothing item onto the corresponding region of a person, which is commonly tackled by fitting the item to the desired body part and fusing the warped item with the person. While an increasing number of studies have ...