TY - GEN
T1 - Interactive context-aware furniture recommendation using mixed reality
AU - Yu, Hongfei
AU - Liang, Wei
AU - Song, Shihao
AU - Ning, Bing
AU - Zhu, Yixin
N1 - Publisher Copyright:
© 2021 IEEE.
PY - 2021/3
Y1 - 2021/3
N2 - We present a Mixed Reality (MR) system, through Hololens, to provide context-aware furniture recommendation in an interactive fashion. Firstly, a ranking-based metric learning method is adopted to represent the furniture compatibility through a latent space. Then, in the recommendation process, a physical scene is captured by the cameras mounted on the MR device, and two types of scene context are analyzed: (1) category context; (2) spatial context. At last, the one with the minimal weighted ranking distance in the latent space is recommended to the user. With MR devices, a user could perceive and manipulate the recommended furniture in real-time. We conduct user study to validate the efficacy of the proposed system.
AB - We present a Mixed Reality (MR) system, through Hololens, to provide context-aware furniture recommendation in an interactive fashion. Firstly, a ranking-based metric learning method is adopted to represent the furniture compatibility through a latent space. Then, in the recommendation process, a physical scene is captured by the cameras mounted on the MR device, and two types of scene context are analyzed: (1) category context; (2) spatial context. At last, the one with the minimal weighted ranking distance in the latent space is recommended to the user. With MR devices, a user could perceive and manipulate the recommended furniture in real-time. We conduct user study to validate the efficacy of the proposed system.
KW - Furniture recommendation
KW - Human computer interaction (HCI)
KW - Human-centered computing
KW - Interaction techniques; Human-centered computing
KW - Recommendation system
UR - http://www.scopus.com/inward/record.url?scp=85105974912&partnerID=8YFLogxK
U2 - 10.1109/VRW52623.2021.00107
DO - 10.1109/VRW52623.2021.00107
M3 - Conference contribution
AN - SCOPUS:85105974912
T3 - Proceedings - 2021 IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops, VRW 2021
SP - 450
EP - 451
BT - Proceedings - 2021 IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops, VRW 2021
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2021 IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops, VRW 2021
Y2 - 27 March 2021 through 3 April 2021
ER -