Image Classification and Annotation Based on Hadoop Cloud Computing Platform
In order to effectively deal with the massive image and video data in internet，a solution for image classification and annotation based on Hadoop cloud platform was proposed.Firstly，a system based on cloud computing was given to crawl the raw data image from WWW.Secondly，a training image extractor b...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | zho |
| Published: |
Beijing Xintong Media Co., Ltd
2014-02-01
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| Series: | Dianxin kexue |
| Subjects: | |
| Online Access: | http://www.telecomsci.com/zh/article/doi/10.3969/j.issn.1000-0801.2014.02.008/ |
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| _version_ | 1841529251965173760 |
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| author | Jiyuan Lu Chenghui Huang Fang Hou Bin Li |
| author_facet | Jiyuan Lu Chenghui Huang Fang Hou Bin Li |
| author_sort | Jiyuan Lu |
| collection | DOAJ |
| description | In order to effectively deal with the massive image and video data in internet，a solution for image classification and annotation based on Hadoop cloud platform was proposed.Firstly，a system based on cloud computing was given to crawl the raw data image from WWW.Secondly，a training image extractor based on pLSA （probabilistic latent semantic analysis）was presented to help users to get training set images effectively.Thirdly，the SVM model for the system was integrated，which could be used to classify or annotate novel images.According to the experiment，the system can both meet the functional requirement and achieve optimized performance for image data classification and annotation. |
| format | Article |
| id | doaj-art-47b5d7033ad241bd9fd43072aee0d98e |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2014-02-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-47b5d7033ad241bd9fd43072aee0d98e2025-01-15T03:20:31ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012014-02-0130656959623601Image Classification and Annotation Based on Hadoop Cloud Computing PlatformJiyuan LuChenghui HuangFang HouBin LiIn order to effectively deal with the massive image and video data in internet，a solution for image classification and annotation based on Hadoop cloud platform was proposed.Firstly，a system based on cloud computing was given to crawl the raw data image from WWW.Secondly，a training image extractor based on pLSA （probabilistic latent semantic analysis）was presented to help users to get training set images effectively.Thirdly，the SVM model for the system was integrated，which could be used to classify or annotate novel images.According to the experiment，the system can both meet the functional requirement and achieve optimized performance for image data classification and annotation.http://www.telecomsci.com/zh/article/doi/10.3969/j.issn.1000-0801.2014.02.008/cloud computingtraining set extractionsupport vector machinevisual feature extraction |
| spellingShingle | Jiyuan Lu Chenghui Huang Fang Hou Bin Li Image Classification and Annotation Based on Hadoop Cloud Computing Platform Dianxin kexue cloud computing training set extraction support vector machine visual feature extraction |
| title | Image Classification and Annotation Based on Hadoop Cloud Computing Platform |
| title_full | Image Classification and Annotation Based on Hadoop Cloud Computing Platform |
| title_fullStr | Image Classification and Annotation Based on Hadoop Cloud Computing Platform |
| title_full_unstemmed | Image Classification and Annotation Based on Hadoop Cloud Computing Platform |
| title_short | Image Classification and Annotation Based on Hadoop Cloud Computing Platform |
| title_sort | image classification and annotation based on hadoop cloud computing platform |
| topic | cloud computing training set extraction support vector machine visual feature extraction |
| url | http://www.telecomsci.com/zh/article/doi/10.3969/j.issn.1000-0801.2014.02.008/ |
| work_keys_str_mv | AT jiyuanlu imageclassificationandannotationbasedonhadoopcloudcomputingplatform AT chenghuihuang imageclassificationandannotationbasedonhadoopcloudcomputingplatform AT fanghou imageclassificationandannotationbasedonhadoopcloudcomputingplatform AT binli imageclassificationandannotationbasedonhadoopcloudcomputingplatform |