Sorry, you need to enable JavaScript to visit this website.

facebooktwittermailshare

Fashion Recommendation on Street Images

Abstract: 

Learning the compatibility relationship is of vital importance to a fashion recommendation system, while existing works achieve this merely on product images but not on street images in the complex daily life scenario. In this paper, we propose a novel fashion recommendation system: Given a query item of interest in the street scenario, the system can return the compatible items. More specifically, a two-stage curriculum learning scheme is developed to transfer the semantics from the product to street outfit images. We also propose a domain-specific missing item imputation method based on style and color similarity to handle the incomplete outfits. To support the training of deep recommendation model, we collect a large dataset with street outfit images. The experiments on the dataset demonstrate the advantages of the proposed method over the state-of-the-art approaches on both the street images and the product images.

up
0 users have voted:

Paper Details

Authors:
Zhan Huijing, Shi Boxin, Chen Jiawei, Zheng Qian, Duan Lingyu Alex C. Kot
Submitted On:
13 September 2019 - 12:13am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Zhan Huijing
Paper Code:
1611
Document Year:
2019
Cite

Document Files

icip_poster_draft_0901.pptx

(62)

Subscribe

[1] Zhan Huijing, Shi Boxin, Chen Jiawei, Zheng Qian, Duan Lingyu Alex C. Kot, "Fashion Recommendation on Street Images", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4606. Accessed: Sep. 19, 2020.
@article{4606-19,
url = {http://sigport.org/4606},
author = {Zhan Huijing; Shi Boxin; Chen Jiawei; Zheng Qian; Duan Lingyu Alex C. Kot },
publisher = {IEEE SigPort},
title = {Fashion Recommendation on Street Images},
year = {2019} }
TY - EJOUR
T1 - Fashion Recommendation on Street Images
AU - Zhan Huijing; Shi Boxin; Chen Jiawei; Zheng Qian; Duan Lingyu Alex C. Kot
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4606
ER -
Zhan Huijing, Shi Boxin, Chen Jiawei, Zheng Qian, Duan Lingyu Alex C. Kot. (2019). Fashion Recommendation on Street Images. IEEE SigPort. http://sigport.org/4606
Zhan Huijing, Shi Boxin, Chen Jiawei, Zheng Qian, Duan Lingyu Alex C. Kot, 2019. Fashion Recommendation on Street Images. Available at: http://sigport.org/4606.
Zhan Huijing, Shi Boxin, Chen Jiawei, Zheng Qian, Duan Lingyu Alex C. Kot. (2019). "Fashion Recommendation on Street Images." Web.
1. Zhan Huijing, Shi Boxin, Chen Jiawei, Zheng Qian, Duan Lingyu Alex C. Kot. Fashion Recommendation on Street Images [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4606