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Deep Constrained Siamese Hash Coding Network and Load-Balanced Locality-Sensitive Hashing for Near Duplicate Image Detection
Hu, Weiming1,2; Fan, Yabo1,2; Xing, Junliang1,2; Sun, Liang3; Cai, Zhaoquan4; Maybank, Stephen5
Source PublicationIEEE TRANSACTIONS ON IMAGE PROCESSING
2018-09-01
Volume27Issue:9Pages:4452-4464
SubtypeArticle
AbstractWe construct a new efficient near duplicate image detection method using a hierarchical hash code learning neural network and load-balanced locality-sensitive hashing (LSH) indexing. We propose a deep constrained siamese hash coding neural network combined with deep feature learning. Our neural network is able to extract effective features for near duplicate image detection. The extracted features are used to construct a LSH-based index. We propose a load-balanced LSH method to produce load-balanced buckets in the hashing process. The load-balanced LSH significantly reduces the query time. Based on the proposed load-balanced LSH, we design an effective and feasible algorithm for near duplicate image detection. Extensive experiments on three benchmark data sets demonstrate the effectiveness of our deep siamese hash encoding network and load-balanced LSH.
KeywordNear Duplicate Image Detection Load-balanced Locality-sensitive Hashing Deep Constrained Siamese Neural Network Deep Feature Extraction
WOS HeadingsScience & Technology ; Technology
DOI10.1109/TIP.2018.2839886
WOS KeywordRETRIEVAL
Indexed BySCI
Language英语
Funding OrganizationBeijing Natural Science Foundation(L172051) ; Natural Science Foundation of China(61751212 ; NSFC-General Technology Collaborative Fund for Basic Research(U1636218) ; Key Research Program of Frontier Sciences, CAS(QYZDJ-SSW-JSC040) ; CAS External Cooperation Key Project ; 61472421 ; 61721004 ; 61772225)
WOS Research AreaComputer Science ; Engineering
WOS SubjectComputer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS IDWOS:000435518500002
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/21816
Collection模式识别国家重点实验室_视频内容安全
Affiliation1.Chinese Acad Sci, Natl Lab Pattern Recognit, CAS Ctr Excellence Brain Sci & Intelligence Techn, Inst Automat, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
3.Univ Sci & Technol China, Sch Informat Sci & Technol, Hefei 230026, Anhui, Peoples R China
4.Huizhou Univ, Dept Informat Sci & Technol, Huizhou 516007, Peoples R China
5.Univ London, Birkbeck Coll, Dept Comp Sci & Informat Syst, London WC1E 7HX, England
Recommended Citation
GB/T 7714
Hu, Weiming,Fan, Yabo,Xing, Junliang,et al. Deep Constrained Siamese Hash Coding Network and Load-Balanced Locality-Sensitive Hashing for Near Duplicate Image Detection[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING,2018,27(9):4452-4464.
APA Hu, Weiming,Fan, Yabo,Xing, Junliang,Sun, Liang,Cai, Zhaoquan,&Maybank, Stephen.(2018).Deep Constrained Siamese Hash Coding Network and Load-Balanced Locality-Sensitive Hashing for Near Duplicate Image Detection.IEEE TRANSACTIONS ON IMAGE PROCESSING,27(9),4452-4464.
MLA Hu, Weiming,et al."Deep Constrained Siamese Hash Coding Network and Load-Balanced Locality-Sensitive Hashing for Near Duplicate Image Detection".IEEE TRANSACTIONS ON IMAGE PROCESSING 27.9(2018):4452-4464.
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