Content-Based Image Retrial Based on Hadoop

Author:

Yin DongSheng1ORCID,Liu DeBo1ORCID

Affiliation:

1. School of Information Science and Technology, Sun Yat-sen University, Guangzhou 510000, China

Abstract

Generally, time complexity of algorithms for content-based image retrial is extremely high. In order to retrieve images on large-scale databases efficiently, a new way for retrieving based on Hadoop distributed framework is proposed. Firstly, a database of images features is built by using Speeded Up Robust Features algorithm and Locality-Sensitive Hashing and then perform the search on Hadoop platform in a parallel way specially designed. Considerable experimental results show that it is able to retrieve images based on content on large-scale cluster and image sets effectively.

Publisher

Hindawi Limited

Subject

General Engineering,General Mathematics

Cited by 7 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Distributed Image Retrieval Base on LSH Indexing on Spark;Communications in Computer and Information Science;2020

2. Joint index and cache technique for improving the effectiveness of a similar image search in big data framework;Journal of Intelligent & Fuzzy Systems;2019-06-11

3. Edge and Texture Feature Extraction Using Canny and Haralick Textures on SPARK Cluster;Proceedings of the 2nd International Conference on Data Engineering and Communication Technology;2018-10-04

4. Towards Engineering a Web-Scale Multimedia Service;Proceedings of the 8th ACM on Multimedia Systems Conference;2017-06-20

5. An efficient fast-response content-based image retrieval framework for big data;Computers & Electrical Engineering;2016-08

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