An overview on probability undirected graphs and their applications in image processing

doi:10.1016/j.neucom.2018.07.078

	An overview on probability undirected graphs and their applications in image processing
	Zhang, Jian 1; Ding, Shifei 1,2; Zhang, Nan 1
	2018-12-10
发表期刊	NEUROCOMPUTING
ISSN	0925-2312
卷号	321 页码:156-168
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.
关键词	Restricted Boltzmann machine Conditional random field Classification Deep neural nets
DOI	10.1016/j.neucom.2018.07.078
收录类别	SCI
语种	英语
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
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000447385100015
出版者	ELSEVIER SCIENCE BV
引用统计	被引频次：12[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/4879
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.