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Platform-adaptive high-throughput surveillance video condensation on heterogeneous processor clusters

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成果类型:
期刊论文、会议论文
作者:
Qiao, Peng;Li, Teng;Dou, Yong;Lei, Yuanwu;Luo, Hongbing;...
通讯作者:
Qiao, Peng(pengqiao@nudt.edu.cn)
作者机构:
[Li, Teng; Dou, Yong; Lei, Yuanwu; Qiao, Peng] National Laboratory for Parallel and Distributed Processing, School of Computer, National University of Defense Technology, Changsha, 410073, China
[Jin, Chi] School of Computer Science and Technology, University of South China, Hengyang, China
[Luo, Hongbing] Institute of Applied Physics and Computational Mathematics, Beijing, China
语种:
英文
关键词:
Acceleration;Combinatorial optimization;Condensation;Data handling;Efficiency;Graphics processing unit;Hardware;Multitasking;Throughput;Change detection;Computational resources;Data processing centers;GPU accelerations;Hardware configurations;Heterogeneous processors;Multi-threading;Task level parallelisms;Security systems
期刊:
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
ISSN:
0302-9743
年:
2017
卷:
10561 LNCS
页码:
1-13
会议名称:
12th International Symposium on Advanced Parallel Processing Technologies, APPT 2017
会议时间:
29 August 2017 through 29 August 2017
出版者:
Springer Verlag
ISBN:
9783319679518
基金类别:
Acknowledgements. This work was supported in part by the Chinese National Natural Science Foundation Projects #U1435219, #61402507, #61572515, #61402499.
机构署名:
本校为其他机构
院系归属:
计算机科学与技术学院
摘要:
Directly browsing and analyzing numerous surveillance videos is inefficient for human operators. Video condensation is a technical solution to fast video browsing. On the one hand, traditional video condensation methods that skip frames using simple strategies may lose some important frames. On the other hand, the methods that rearrange frame contexts improve the browsing efficiency, but are not easy to be accelerated using the data processing centers with various hardware configurations. In this paper, we propose a platform-adaptive video cond...

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