Deep semantic preserving hashing for large scale image retrieval

doi:10.1007/s11042-018-5970-0

	Deep semantic preserving hashing for large scale image retrieval
	Zareapoor, Masoumeh 1; Yang, Jie 1; Jain, Deepak Kumar 2; Shamsolmoali, Pourya 1; Jain, Neha 3; Kant, Surya 4
刊名	MULTIMEDIA TOOLS AND APPLICATIONS
	2019-09-01
卷号	78 期号:17 页码:23831-23846
关键词	Convolutional auto-encoder Image hashing Image retrieval Deep learning Similarity search Learning to hash
ISSN号	1380-7501
DOI	10.1007/s11042-018-5970-0
通讯作者	Zareapoor, Masoumeh(mzarea222@gmail.com) ; Yang, Jie(jieyang@sjtu.edu.cn)
英文摘要	Hashing approaches have got a great attention because of its efficient performance for large-scale images. This paper, aims to propose a deep hashing method which can combines stacked convolutional autoencoder with hashing learning, where the input image hierarchically maps to the low dimensional space. The proposed method DCAH contains encoder-decoder, and supervisory sub-network, that generates a low dimensional binary code in a layer-wised manner of the deep conventional neural network. To optimizing the hash algorithm, we added some extra relaxations constraint to the objective function. In our extensive experiments on ultra-high dimensional image datasets, our results demonstrate that the decoder structure can improve the hashing method to preserve the similarities in hashing codes; also, DCAH achieves the best performance comparing to other states of the art approaches.
资助项目	NSFC, China[61603171] ; 863 PlanChina[2015AA042308]
WOS关键词	ITERATIVE QUANTIZATION ; PROCRUSTEAN APPROACH ; ALGORITHMS
WOS研究方向	Computer Science ; Engineering
语种	英语
出版者	SPRINGER
WOS记录号	WOS:000482419900003
资助机构	NSFC, China ; 863 PlanChina
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/27355]
专题	中国科学院自动化研究所
通讯作者	Zareapoor, Masoumeh; Yang, Jie
作者单位	1.Shanghai Jiao Tong Univ, Inst Image Proc & Pattern Recognit, Shanghai 200240, Peoples R China 2.Chinese Acad Sci, Inst Automat, Beijing, Peoples R China 3.Jaypee Univ Engn & Technol, Guna, India 4.India Inst Technol, Roorkee, Uttar Pradesh, India
推荐引用方式 GB/T 7714	Zareapoor, Masoumeh,Yang, Jie,Jain, Deepak Kumar,et al. Deep semantic preserving hashing for large scale image retrieval[J]. MULTIMEDIA TOOLS AND APPLICATIONS,2019,78(17):23831-23846.
APA	Zareapoor, Masoumeh,Yang, Jie,Jain, Deepak Kumar,Shamsolmoali, Pourya,Jain, Neha,&Kant, Surya.(2019).Deep semantic preserving hashing for large scale image retrieval.MULTIMEDIA TOOLS AND APPLICATIONS,78(17),23831-23846.
MLA	Zareapoor, Masoumeh,et al."Deep semantic preserving hashing for large scale image retrieval".MULTIMEDIA TOOLS AND APPLICATIONS 78.17(2019):23831-23846.