Presentation | 2017-12-21 Consideration on the Structure of Real-time Video Analysis Framework using Kafka and Spark Streaming Ayae Ichinose, Atsuko Takefusa, Hidemoto Nakada, Masato Oguchi, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | As the use of various sensors and cloud computing technologies has spread, many life-log analysis applications for safety services for the elderly and children have been developed. In this type of services, the analysis is typically performed by processing the sensor data in clouds, since it is difficult to perform all of the analysis by installing servers and storage in homes. In this study, we propose a video analysis framework that collects videos from multiple cameras and analyzes them using Apache Kafka and Apache Spark Streaming. We vary the cluster configuration and parameter setting and measure the data analysis throughput. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Spark Streaming / Apache Kafka / Video analysis / Real-time processing |
Paper # | MoNA2017-39 |
Date of Issue | 2017-12-14 (MoNA) |
Conference Information | |
Committee | MoNA |
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Conference Date | 2017/12/21(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Ochanomizu University |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Cloud computing, Big data, Wireless network, etc. |
Chair | Ryoichi Shinkuma(Kyoto Univ.) |
Vice Chair | Shigeaki Tagashira(Kansai Univ.) / Gen Kitagata(Tohoku Univ.) |
Secretary | Shigeaki Tagashira(Kyushu Univ.) / Gen Kitagata(NTT) |
Assistant | Takayuki Nishio(Kyoto Univ.) / Takato Saito(NTT) |
Paper Information | |
Registration To | Technical Committee on Mobile Network and Applications |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Consideration on the Structure of Real-time Video Analysis Framework using Kafka and Spark Streaming |
Sub Title (in English) | |
Keyword(1) | Spark Streaming |
Keyword(2) | Apache Kafka |
Keyword(3) | Video analysis |
Keyword(4) | Real-time processing |
1st Author's Name | Ayae Ichinose |
1st Author's Affiliation | Ochanomizu University(Ochanomizu Univ.) |
2nd Author's Name | Atsuko Takefusa |
2nd Author's Affiliation | National Institute of Informatics(NII) |
3rd Author's Name | Hidemoto Nakada |
3rd Author's Affiliation | National Institute of Advanced Industrial Science and Technology (AIST)(AIST) |
4th Author's Name | Masato Oguchi |
4th Author's Affiliation | Ochanomizu University(Ochanomizu Univ.) |
Date | 2017-12-21 |
Paper # | MoNA2017-39 |
Volume (vol) | vol.117 |
Number (no) | MoNA-371 |
Page | pp.pp.59-63(MoNA), |
#Pages | 5 |
Date of Issue | 2017-12-14 (MoNA) |