题名

Parallel Image Database Processing with Mapreduce and Performance Evaluation in Pseudo Distributed Mode

DOI

10.7903/ijecs.1092

作者

Muneto Yamamoto；Kunihiko Kaneko

关键词

Hadoop ； MapReduce ； Image Processing ； Sequential Image Database

期刊名称

International Journal of Electronic Commerce Studies

卷期/出版年月

3卷2期（2012 / 12 / 01）

页次

211 - 227

内容语文

英文
英文摘要

With recent improvements in camera performance and the spread of low-priced and lightweight video cameras, a large amount of video data is generated, and stored in database form. At the same time, there are limits on what can be done to improve the performance of single computers to make them able to process large-scale information, such as in video analysis. Therefore, an important research topic is how to perform parallel distributed processing of a video database by using the computational resource in a cloud environment. At present, the Apache Hadoop distribution for open-source cloud computing is available from MapReduce. In the present study, we report our results on an evaluation of performance, which remains a problem for video processing in distributed environments, and on parallel experiments using MapReduce on Hadoop.
主题分类 基礎與應用科學 > 資訊科學
社會科學 > 經濟學
社會科學 > 財金及會計學
社會科學 > 管理學
参考文献
  1. Chris, H.,Mike, S.(1988).A combined corner and edge detector.4th Alvey Vision Conference,Manchester, England:
  2. Chris, S.,Liu, L.,Sean, A.,Jason, L.(2011).,University of Virginia, Department of Computer Science.
  3. Jeffrey, D.,Sanjay, G.(2004).MapReduce: Simplified data processing on large clusters.OSDI'04: Sixth Symposium on Operating System Design and Implementation,San Francisco, USA:
  4. Keith, W.,Andrew, C.,Simon, K.,Jeff, G.,Magdalena, B.,Bill, H.,YongChul, K.,Yingyi, B.(2010).Astronomical image processing with hadoop.Astronomical Data Analysis Software and Systems XX,Boston, USA:
  5. Sudipto, D.,Yannis, S.,Kevin, S.B.,Rainer, G.,Peter, J.H.,John, M.(2010).Ricardo: Integrating R and hadoop.2010 international conference on Management of data,Indianapolis, USA:
  6. Yasushi, K.,Kenichi, K.(2004).Detection of feature points for computer vision.The Journal of the Institute of Electronics, Information, and Communication Engineers,87(12),1043-1048.
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