论文标题

生成兼容服装的样式指导的应用程序

An Application to Generate Style Guided Compatible Outfit

论文作者

Banerjee, Debopriyo, Maheshwari, Harsh, Dhakad1, Lucky, Bhattacharya1, Arnab, Ganguly, Niloy, Chelliah, Muthusamy, Agarwal1, Suyash

论文摘要

时尚推荐见证了研究的惊人增长,尤其是在商店,情境制品创建,个性化服装创作等领域。该领域的大部分工作都集中在更好地理解生活方式项目之间免费关系的概念上。最近,一些作品已经意识到,风格在时尚中起着至关重要的作用,尤其是在理解兼容性学习和服装创作方面。在本文中,我们想介绍一种方法的端到端设计,我们旨在使用新型样式编码网络以样式或主题为指导的服装。我们通过各种实验对方法的不同方面进行了广泛的分析。我们还提供了一个演示API,以展示我们的工作能够根据锚点和样式生成服装的能力。

Fashion recommendation has witnessed a phenomenal growth of research, particularly in the domains of shop-the-look, contextaware outfit creation, personalizing outfit creation etc. Majority of the work in this area focuses on better understanding of the notion of complimentary relationship between lifestyle items. Quite recently, some works have realised that style plays a vital role in fashion, especially in the understanding of compatibility learning and outfit creation. In this paper, we would like to present the end-to-end design of a methodology in which we aim to generate outfits guided by styles or themes using a novel style encoder network. We present an extensive analysis of different aspects of our method through various experiments. We also provide a demonstration api to showcase the ability of our work in generating outfits based on an anchor item and styles.

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