TY - GEN
T1 - What dress fits me best? Fashion recommendation on the clothing style for personal body shape
AU - Hidayati, Shintami Chusnul
AU - Hua, Kai Lung
AU - Hsu, Cheng Chun
AU - Fu, Jianlong
AU - Chang, Yu Ting
AU - Cheng, Wen Huang
N1 - Publisher Copyright:
© 2018 Copyright held by the owner/author(s). Publication rights licensed to ACM.
PY - 2018/10/15
Y1 - 2018/10/15
N2 - Clothing is an integral part of life. Also, it is always an uneasy task for people to make decisions on what to wear. An essential style tip is to dress for the body shape, i.e., knowing one's own body shape (e.g., hourglass, rectangle, round and inverted triangle) and selecting the types of clothes that will accentuate the body's good features. In the literature, although various fashion recommendation systems for clothing items have been developed, none of them had explicitly taken the user's basic body shape into consideration. In this paper, therefore, we proposed a first framework for learning the compatibility of clothing styles and body shapes from social big data, with the goal to recommend a user about what to wear better in relation to his/her essential body attributes. The experimental results demonstrate the superiority of our proposed approach, leading to a new aspect for research into fashion recommendation.
AB - Clothing is an integral part of life. Also, it is always an uneasy task for people to make decisions on what to wear. An essential style tip is to dress for the body shape, i.e., knowing one's own body shape (e.g., hourglass, rectangle, round and inverted triangle) and selecting the types of clothes that will accentuate the body's good features. In the literature, although various fashion recommendation systems for clothing items have been developed, none of them had explicitly taken the user's basic body shape into consideration. In this paper, therefore, we proposed a first framework for learning the compatibility of clothing styles and body shapes from social big data, with the goal to recommend a user about what to wear better in relation to his/her essential body attributes. The experimental results demonstrate the superiority of our proposed approach, leading to a new aspect for research into fashion recommendation.
KW - Clothing style
KW - Correlation
KW - Fashion analysis
KW - Human body shape
KW - Recommender system
UR - https://www.scopus.com/pages/publications/85058243256
U2 - 10.1145/3240508.3240546
DO - 10.1145/3240508.3240546
M3 - Conference contribution
AN - SCOPUS:85058243256
T3 - MM 2018 - Proceedings of the 2018 ACM Multimedia Conference
SP - 438
EP - 446
BT - MM 2018 - Proceedings of the 2018 ACM Multimedia Conference
PB - Association for Computing Machinery, Inc
T2 - 26th ACM Multimedia conference, MM 2018
Y2 - 22 October 2018 through 26 October 2018
ER -