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http://elar.urfu.ru/handle/10995/35994
Title: | Processing Large Amounts of Images on Hadoop with OpenCV |
Authors: | Epanchintsev, T. Sozykin, A. |
Issue Date: | 2015 |
Publisher: | Уральский федеральный университет |
Citation: | Epanchintsev T. Processing Large Amounts of Images on Hadoop with OpenCV / T. Epanchintsev, A. Sozykin // Proceedings of the 1st Ural Workshop on Parallel, Distributed, and Cloud Computing for Young Scientists (Ural-PDC 2015). — Yekaterinburg, 2015. — P. 137-143. — (CEUR Workshop Proceedings ; vol. 1513). |
Abstract: | Modern image collections cannot be processed efficiently on one computer due to large collection sizes and high computational costs of modern image processing algorithms. Hence, image processing often requires distributed computing. However, distributed computing is a complicated subject that demands deep technical knowledge and often cannot be used by researches who develop image processing algorithms. The framework is needed that allows the researches to concentrate on image processing tasks and hides from them the complicated details of distributed computing. In addition, the framework should provide the researches with the familiar image processing tools. The paper describes the extension to the MapReduce Image Processing (MIPr) framework that provides the ability to use OpenCV in Hadoop cluster for distributed image processing. The modified MIPr framework allows the development of image processing programs in Java using the OpenCV Java binding. The performance testing of created system on the cloud cluster demonstrated near-linear scalability. |
Keywords: | OPENCV HADOOP MAPREDUCE IMAGE PROCESSING DISTRIBUTED PROCESSING |
URI: | http://elar.urfu.ru/handle/10995/35994 |
Conference name: | 1st Ural Workshop on Parallel, Distributed, and Cloud Computing for Young Scientists (Ural-PDC 2015) |
Conference date: | 17.11.2015 |
ISSN: | 1613-0073 |
Origin: | CEUR Workshop Proceedings. Vol. 1513 : Proceedings of the 1st Ural Workshop on Parallel, Distributed, and Cloud Computing for Young Scientists (Ural-PDC 2015). — Yekaterinburg, 2015 |
Appears in Collections: | Конференции, семинары |
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