Fashion Parsing With Weak Color-Category Labels

doi:10.1109/TMM.2013.2285526

CORC > 重庆绿色智能技术研究院 > 中国科学院重庆绿色智能技术研究院 > 智能安全技术研究中心

	Fashion Parsing With Weak Color-Category Labels
	Liu, Si 1; Feng, Jiashi 1; Domokos, Csaba 1; Xu, Hui2 ; Huang, Junshi 1; Hu, Zhenzhen 3; Yan, Shuicheng 1
刊名	IEEE TRANSACTIONS ON MULTIMEDIA
	2014
卷号	16 期号:1 页码:253-265
关键词	Fashion parsing Markov random fields weakly-supervised learning
ISSN号	1520-9210
DOI	10.1109/TMM.2013.2285526
通讯作者	Liu, S (reprint author), Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117548, Singapore.
英文摘要	In this paper we address the problem of automatically parsing the fashion images with weak supervision from the user-generated color-category tags such as "red jeans" and "white T-shirt". This problem is very challenging due to the large diversity of fashion items and the absence of pixel-level tags, which make the traditional fully supervised algorithms inapplicable. To solve the problem, we propose to combine the human pose estimation module, the MRF-based color and category inference module and the (super) pixel-level category classifier learning module to generate multiple well-performing category classifiers, which can be directly applied to parse the fashion items in the images. Besides, all the training images are parsed with color-category labels and the human poses of the images are estimated during the model learning phase in this work. We also construct a new fashion image dataset called Colorful-Fashion, in which all 2,682 images are labeled with pixel-level color-category labels. Extensive experiments on this dataset clearly show the effectiveness of the proposed method for the weakly supervised fashion parsing task.
资助项目	Singapore National Research Foundation under its International Research Centre@Singapore Funding Initiative
WOS研究方向	Computer Science ; Telecommunications
语种	英语
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号	WOS:000328948100021
内容类型	期刊论文
源URL	[http://119.78.100.138/handle/2HOD01W0/1257]
专题	智能安全技术研究中心
通讯作者	Liu, Si
作者单位	1.Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117548, Singapore 2.Chinese Acad Sci, Chongqing Inst Green & Intelligent Technol, Chongqing, Peoples R China 3.Hefei Univ Technol, Hefei, Peoples R China
推荐引用方式 GB/T 7714	Liu, Si,Feng, Jiashi,Domokos, Csaba,et al. Fashion Parsing With Weak Color-Category Labels[J]. IEEE TRANSACTIONS ON MULTIMEDIA,2014,16(1):253-265.
APA	Liu, Si.,Feng, Jiashi.,Domokos, Csaba.,Xu, Hui.,Huang, Junshi.,...&Yan, Shuicheng.(2014).Fashion Parsing With Weak Color-Category Labels.IEEE TRANSACTIONS ON MULTIMEDIA,16(1),253-265.
MLA	Liu, Si,et al."Fashion Parsing With Weak Color-Category Labels".IEEE TRANSACTIONS ON MULTIMEDIA 16.1(2014):253-265.