Deep semantic preserving hashing for large scale image retrieval
文献类型：期刊论文
| 作者 | Zareapoor, Masoumeh1; Yang, Jie1 ; Jain, Deepak Kumar2; Shamsolmoali, Pourya1; Jain, Neha3; Kant, Surya4
|
| 刊名 | MULTIMEDIA TOOLS AND APPLICATIONS
 |
| 出版日期 | 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. |
| WOS关键词 | ITERATIVE QUANTIZATION ; PROCRUSTEAN APPROACH ; ALGORITHMS |
| 资助项目 | NSFC, China[61603171] ; 863 PlanChina[2015AA042308] |
| WOS研究方向 | Computer Science ; Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000482419900003 |
| 出版者 | SPRINGER |
| 资助机构 | NSFC, China ; 863 PlanChina |
| 源URL | [http://ir.ia.ac.cn/handle/173211/27355]  |
| 专题 | 离退休人员 |
| 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. |
入库方式： OAI收割
来源：自动化研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。