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Deep memory and prediction neural network for video prediction

文献类型：期刊论文

作者Liu, Zhipeng1,3; Chai, Xiujuan2,3; Chen, Xilin1,3
刊名NEUROCOMPUTING
出版日期2019-02-28
卷号331页码:235-241
关键词Video prediction Predictive error Memory mechanism Neural network
ISSN号0925-2312
DOI10.1016/j.neucom.2018.11.065
英文摘要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.
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
语种英语
WOS记录号WOS:000455210900021
出版者ELSEVIER SCIENCE BV
源URL[http://119.78.100.204/handle/2XEOYT63/3462]  
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.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
2.Chinese Acad Agr Sci, Agr Informat Inst, Beijing 100081, Peoples R China
3.Chinese Acad Sci, Key Lab Intelligent Informat Proc, Inst Comp Technol, Beijing 100190, 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.

入库方式： OAI收割

来源：计算技术研究所

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