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Fashion Parsing With Weak Color-Category Labels
文献类型：期刊论文
| 作者 | Liu, Si1; Feng, Jiashi1; Domokos, Csaba1; Xu, Hui2 ; Huang, Junshi1; Hu, Zhenzhen3; Yan, Shuicheng1
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| 刊名 | IEEE TRANSACTIONS ON MULTIMEDIA
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| 出版日期 | 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 |
| WOS记录号 | WOS:000328948100021 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 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. |
入库方式： OAI收割
来源：重庆绿色智能技术研究院
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