An overview on probability undirected graphs and their applications in image processing
文献类型：期刊论文
| 作者 | Zhang, Jian1; Ding, Shifei1,2; Zhang, Nan1 |
| 刊名 | NEUROCOMPUTING
 |
| 出版日期 | 2018-12-10 |
| 卷号 | 321页码:156-168 |
| 关键词 | Restricted Boltzmann machine Conditional random field Classification Deep neural nets |
| ISSN号 | 0925-2312 |
| DOI | 10.1016/j.neucom.2018.07.078 |
| 英文摘要 | This review aims to report recent developments about deep learning algorithms based on Restricted Boltzmann Machines (RBMs) and Conditional Random Fields (CRFs). Firstly, we give an overview of the general RBMs and CRFs, which are powerful methods for representing dependency of input data, and they can be treated as the basic blocks of deep neural nets as well. Secondly, this review introduces RBM variants and the deep learning models. Apart from the Deep Belief Networks (DBNs) and the Deep Boltzmann Machines (DBMs), the RBMs can be combined with the Convolutional Neural Nets (CNNs), which perform well in image recognition and image reconstruction. Thirdly, this review discusses CRFs and their applications in image annotation and scene recognition. Lastly, this review describes the developments and existing problems in neural nets and lists some experiments. (C) 2018 Elsevier B.V. All rights reserved. |
| 资助项目 | National Natural Science Foundation of China[61672522] ; National Natural Science Foundation of China[61379101] ; National Basic Research Program of China[2013CB329502] |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000447385100015 |
| 出版者 | ELSEVIER SCIENCE BV |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/4878]  |
| 专题 | 中国科学院计算技术研究所期刊论文_英文 |
| 通讯作者 | Ding, Shifei |
| 作者单位 | 1.China Univ Min & Technol, Sch Comp Sci & Technol, Xuzhou 221116, Jiangsu, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhang, Jian,Ding, Shifei,Zhang, Nan. An overview on probability undirected graphs and their applications in image processing[J]. NEUROCOMPUTING,2018,321:156-168. |
| APA | Zhang, Jian,Ding, Shifei,&Zhang, Nan.(2018).An overview on probability undirected graphs and their applications in image processing.NEUROCOMPUTING,321,156-168. |
| MLA | Zhang, Jian,et al."An overview on probability undirected graphs and their applications in image processing".NEUROCOMPUTING 321(2018):156-168. |
入库方式： OAI收割
来源：计算技术研究所
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