Circle & Search: Attribute-Aware Shoe Retrieval
文献类型：期刊论文
| 作者 | Huang, Junshi1; Liu, Si1; Xing, Junliang2 ; Mei, Tao3; Yan, Shuicheng1
|
| 刊名 | ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS
 |
| 出版日期 | 2014-08-01 |
| 卷号 | 11期号:1 |
| 关键词 | Algorithms Experimentation Performance Shoe retrieval object detection attribute learning |
| 英文摘要 | Taking the shoe as a concrete example, we present an innovative product retrieval system that leverages object detection and retrieval techniques to support a brand-new online shopping experience in this article. The system, called Circle & Search, enables users to naturally indicate any preferred product by simply circling the product in images as the visual query, and then returns visually and semantically similar products to the users. The system is characterized by introducing attributes in both the detection and retrieval of the shoe. Specifically, we first develop an attribute-aware part-based shoe detection model. By maintaining the consistency between shoe parts and attributes, this shoe detector has the ability to model high-order relations between parts and thus the detection performance can be enhanced. Meanwhile, the attributes of this detected shoe can also be predicted as the semantic relations between parts. Based on the result of shoe detection, the system ranks all the shoes in the repository using an attribute refinement retrieval model that takes advantage of query-specific information and attribute correlation to provide an accurate and robust shoe retrieval. To evaluate this retrieval system, we build a large dataset with 17,151 shoe images, in which each shoe is annotated with 10 shoe attributes e. g., heel height, heel shape, sole shape, etc.). According to the experimental result and the user study, our Circle & Search system achieves promising shoe retrieval performance and thus significantly improves the users' online shopping experience. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods |
| 研究领域[WOS] | Computer Science |
| 关键词[WOS] | PARTS |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000341939800003 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/3260]  |
| 专题 | 自动化研究所_模式识别国家重点实验室_视频内容安全团队 |
| 作者单位 | 1.Natl Univ Singapore, Singapore 117548, Singapore 2.Chinese Acad Sci, Inst Automat, Beijing 100864, Peoples R China 3.Microsoft Res Asia, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Huang, Junshi,Liu, Si,Xing, Junliang,et al. Circle & Search: Attribute-Aware Shoe Retrieval[J]. ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS,2014,11(1). |
| APA | Huang, Junshi,Liu, Si,Xing, Junliang,Mei, Tao,&Yan, Shuicheng.(2014).Circle & Search: Attribute-Aware Shoe Retrieval.ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS,11(1). |
| MLA | Huang, Junshi,et al."Circle & Search: Attribute-Aware Shoe Retrieval".ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS 11.1(2014). |
入库方式： OAI收割
来源：自动化研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。