Deep Constrained Siamese Hash Coding Network and Load-Balanced Locality-Sensitive Hashing for Near Duplicate Image Detection

doi:10.1109/TIP.2018.2839886

CASIA OpenIR > 多模态人工智能系统全国重点实验室 > 视频内容安全

	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, Liang 3; Cai, Zhaoquan 4; Maybank, Stephen 5
发表期刊	IEEE TRANSACTIONS ON IMAGE PROCESSING
ISSN	1057-7149
	2018-09-01
卷号	27 期号:9 页码:4452-4464
通讯作者	Hu, Weiming(wmhu@nlpr.ia.ac.cn)
摘要	We 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.
关键词	Near duplicate image detection load-balanced locality-sensitive hashing deep constrained siamese neural network deep feature extraction
DOI	10.1109/TIP.2018.2839886
关键词[WOS]	RETRIEVAL
收录类别	SCI
语种	英语
资助项目	Beijing Natural Science Foundation[L172051] ; Natural Science Foundation of China[61751212] ; Natural Science Foundation of China[61472421] ; Natural Science Foundation of China[61721004] ; Natural Science Foundation of China[61772225] ; NSFC-general technology collaborative Fund for basic research[U1636218] ; Key Research Program of Frontier Sciences, CAS[QYZDJ-SSW-JSC040] ; CAS External Cooperation Key Project ; Beijing Natural Science Foundation[L172051] ; Natural Science Foundation of China[61751212] ; Natural Science Foundation of China[61472421] ; Natural Science Foundation of China[61721004] ; Natural Science Foundation of China[61772225] ; NSFC-General Technology Collaborative Fund for Basic Research[U1636218] ; Key Research Program of Frontier Sciences, CAS[QYZDJ-SSW-JSC040] ; CAS External Cooperation Key Project
项目资助者	Beijing Natural Science Foundation ; Natural Science Foundation of China ; NSFC-General Technology Collaborative Fund for Basic Research ; Key Research Program of Frontier Sciences, CAS ; CAS External Cooperation Key Project
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS记录号	WOS:000435518500002
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计	被引频次：19[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/21816
专题	多模态人工智能系统全国重点实验室_视频内容安全
通讯作者	Hu, Weiming
作者单位	1.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
第一作者单位	模式识别国家重点实验室
通讯作者单位	模式识别国家重点实验室
推荐引用方式 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.