Knowledge Commons of Institute of Automation,CAS
Hashing with dual complementary projection learning for fast image retrieval | |
Li, Peng; Cheng, Jian; Lu, Hanqing | |
发表期刊 | NEUROCOMPUTING |
2013-11-23 | |
卷号 | 120页码:83-89 |
文章类型 | Article |
摘要 | Due to explosive growth of visual content on the web, there is an emerging need of fast similarity search to efficiently exploit such enormous web contents from very large databases. Recently, hashing has become very popular for efficient nearest neighbor search in large scale applications. However, many traditional hashing methods learn the binary codes in a single shot or only employ a single hash table, thus they usually cannot achieve both high precision and recall simultaneously. In this paper, we propose a novel dual complementary hashing (DCH) approach to learn the codes with multiple hash tables. In our method, not only the projection for each bit inside a hash table has the property of error-correcting but also the different hash tables complement each other. Therefore, the binary codes learned by our approach are more powerful for fast similarity search. Extensive experiments on publicly available datasets demonstrate the effectiveness of our approach. (c) 2013 Elsevier B.V. All rights reserved. |
关键词 | Hashing Complementary Projection Learning Binary Codes Fast Image Retrieval |
WOS标题词 | Science & Technology ; Technology |
关键词[WOS] | APPROXIMATE NEAREST-NEIGHBOR ; ALGORITHM ; DIMENSIONS |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence |
WOS记录号 | WOS:000324847100010 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/3366 |
专题 | 紫东太初大模型研究中心_图像与视频分析 |
作者单位 | Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China |
第一作者单位 | 模式识别国家重点实验室 |
推荐引用方式 GB/T 7714 | Li, Peng,Cheng, Jian,Lu, Hanqing. Hashing with dual complementary projection learning for fast image retrieval[J]. NEUROCOMPUTING,2013,120:83-89. |
APA | Li, Peng,Cheng, Jian,&Lu, Hanqing.(2013).Hashing with dual complementary projection learning for fast image retrieval.NEUROCOMPUTING,120,83-89. |
MLA | Li, Peng,et al."Hashing with dual complementary projection learning for fast image retrieval".NEUROCOMPUTING 120(2013):83-89. |
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