Deep memory and prediction neural network for video prediction

doi:10.1016/j.neucom.2018.11.065

	Deep memory and prediction neural network for video prediction
	Liu, Zhipeng 1,3; Chai, Xiujuan 1,2; Chen, Xilin 1,3
	2019-02-28
发表期刊	NEUROCOMPUTING
ISSN	0925-2312
卷号	331 页码:235-241
摘要	Inspired by the concept of memory mechanism and predictive coding from the cognitive neuroscience, this paper presents a deep memory and prediction neural network (DMPNet) for video prediction. Correspondingly, memory and error propagation units are designed in DMPNet to capture the previous spatial-temporal information and compute current predictive error which is forwarded to the prediction unit for correcting the subsequent video prediction. Subsequently, prediction unit takes the information stored in memory unit and predictive error of previous frame as input to predict the next frame. We evaluate our method on two public real-world datasets and demonstrate that the proposed DMPNet outperforms some state-of-the-art methods quantitatively and qualitatively. (C) 2018 Elsevier B.V. All rights reserved.
关键词	Video prediction Predictive error Memory mechanism Neural network
DOI	10.1016/j.neucom.2018.11.065
收录类别	SCI
语种	英语
资助项目	973 Program[2015CB351802] ; Natural Science Foundation of China[61390511] ; Natural Science Foundation of China[61472398] ; Natural Science Foundation of China[61532018]
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000455210900021
出版者	ELSEVIER SCIENCE BV
引用统计	被引频次：6[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/2XEOYT63/3463
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Chai, Xiujuan
作者单位	1.Chinese Acad Sci, Key Lab Intelligent Informat Proc, Inst Comp Technol, Beijing 100190, Peoples R China 2.Chinese Acad Agr Sci, Agr Informat Inst, Beijing 100081, Peoples R China 3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
推荐引用方式 GB/T 7714	Liu, Zhipeng,Chai, Xiujuan,Chen, Xilin. Deep memory and prediction neural network for video prediction[J]. NEUROCOMPUTING,2019,331:235-241.
APA	Liu, Zhipeng,Chai, Xiujuan,&Chen, Xilin.(2019).Deep memory and prediction neural network for video prediction.NEUROCOMPUTING,331,235-241.
MLA	Liu, Zhipeng,et al."Deep memory and prediction neural network for video prediction".NEUROCOMPUTING 331(2019):235-241.