Personalized Capsule Wardrobe Creation with Garment and User Modeling Xue Dong Xuemeng Song∗ Fuli Feng Shandong University Shandong University National University of Singapore
[email protected] [email protected] [email protected] Peiguang Jing Xin-Shun Xu Liqiang Nie∗ Tianjin University Shandong University Shandong University
[email protected] [email protected] [email protected] ABSTRACT Original Wardrobe Personalized Capsule Wardrobe Recent years have witnessed a growing trend of building the capsule wardrobe by minimizing and diversifying the garments in their messy wardrobes. Thanks to the recent advances in multimedia techniques, many researches have promoted the automatic creation of capsule wardrobes by the garment modeling. Nevertheless, most capsule wardrobes generated by existing methods fail to consider the user profile, including the user preferences, body shapes and consumption habits, which indeed largely affects the wardrobe creation. To this end, we introduce a combinatorial optimization- Preference based personalized capsule wardrobe creation framework, named Body Shape PCW-DC, which jointly integrates both garment modeling (i.e., Compatibility wardrobe compatibility) and user modeling (i.e., preferences, body shapes). To justify our model, we construct a dataset, named Figure 1: Illustration of the personalized capsule wardrobe bodyFashion, which consists of 116, 532 user-item purchase records (PCW) creation. Given the original wardrobe of a user, a on Amazon involving 11,784 users and 75,695 fashion items. PCW is created by adding (green box) and deleting (red box) Extensive experiments on bodyFashion have demonstrated the some garments. effectiveness of our proposed model. As a byproduct, wehave released the codes and the data to facilitate the research community.