TY - GEN
T1 - Cross Domain Transfer for Sketch-based Clothing Retrieval
AU - Chen, Simin
AU - Lei, Haopeng
AU - Wang, Mingwen
AU - Yang, Fan
AU - He, Xiangjian
AU - Luo, Guoliang
N1 - Publisher Copyright:
© 2020 IEEE.
PY - 2020/9
Y1 - 2020/9
N2 - Due to the rise of e-commerce platforms, online shopping has become a trend. However, the current mainstream retrieval methods are still limited to using text or exemplar images as input. In the huge commodity database, it remains a long-standing unsolved problem for users to find the interested products quickly. Because the sketch contains more content than the text, and the way to get is more convenient than the exemplar image. In this work, We propose a sketch-based clothing retrieval model. It implements cross-domain retrieval and is used to search for specific clothing. Because most of the existing clothing datasets are only composed of photos, it is difficult to obtain dataset which composed of sketch-photo pairs. Thus, we contribute a clothing dataset, including 34142 sketch-photo pairs. Whether our model in our dataset or other dataset has achieved compelling performance.
AB - Due to the rise of e-commerce platforms, online shopping has become a trend. However, the current mainstream retrieval methods are still limited to using text or exemplar images as input. In the huge commodity database, it remains a long-standing unsolved problem for users to find the interested products quickly. Because the sketch contains more content than the text, and the way to get is more convenient than the exemplar image. In this work, We propose a sketch-based clothing retrieval model. It implements cross-domain retrieval and is used to search for specific clothing. Because most of the existing clothing datasets are only composed of photos, it is difficult to obtain dataset which composed of sketch-photo pairs. Thus, we contribute a clothing dataset, including 34142 sketch-photo pairs. Whether our model in our dataset or other dataset has achieved compelling performance.
KW - clothing dataset
KW - cross-domain retrieval
KW - sketch-based clothing retrieval
UR - http://www.scopus.com/inward/record.url?scp=85113338720&partnerID=8YFLogxK
U2 - 10.1109/ICDH51081.2020.00012
DO - 10.1109/ICDH51081.2020.00012
M3 - Conference contribution
AN - SCOPUS:85113338720
T3 - Proceedings - 8th International Conference on Digital Home, ICDH 2020
SP - 22
EP - 27
BT - Proceedings - 8th International Conference on Digital Home, ICDH 2020
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 8th International Conference on Digital Home, ICDH 2020
Y2 - 20 September 2020 through 22 September 2020
ER -