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Content Provider | IEEE Xplore Digital Library |
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Author | Yang Cao Changhu Wang Liqing Zhang Lei Zhang |
Copyright Year | 2011 |
Description | Author affiliation: Microsoft Research Asia, Beijing, China (Changhu Wang; Lei Zhang) || MOE-Microsoft Key Laboratory for Intelligent Computing and Intelligent Systems, Shanghai Jiao Tong University (Yang Cao; Liqing Zhang) |
Abstract | Retrieving images to match with a hand-drawn sketch query is a highly desired feature, especially with the popularity of devices with touch screens. Although query-by-sketch has been extensively studied since 1990s, it is still very challenging to build a real-time sketch-based image search engine on a large-scale database due to the lack of effective and efficient matching/indexing solutions. The explosive growth of web images and the phenomenal success of search techniques have encouraged us to revisit this problem and target at solving the problem of web-scale sketch-based image retrieval. In this work, a novel index structure and the corresponding raw contour-based matching algorithm are proposed to calculate the similarity between a sketch query and natural images, and make sketch-based image retrieval scalable to millions of images. The proposed solution simultaneously considers storage cost, retrieval accuracy, and efficiency, based on which we have developed a real-time sketch-based image search engine by indexing more than 2 million images. Extensive experiments on various retrieval tasks (basic shape search, specific image search, and similar image search) show better accuracy and efficiency than state-of-the-art methods. |
Starting Page | 761 |
Ending Page | 768 |
File Size | 2588038 |
Page Count | 8 |
File Format | |
ISBN | 9781457703942 |
ISSN | 10636919 |
e-ISBN | 9781457703959 |
DOI | 10.1109/CVPR.2011.5995460 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2011-06-20 |
Publisher Place | USA |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Image edge detection Indexing Shape Search problems Search engines |
Content Type | Text |
Resource Type | Article |
Subject | Computer Vision and Pattern Recognition Software |
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