Mobile visual searching method based on ascending extreme learning machine
Computer intelligence technology had been widely used in the field of image searching. Extreme learning machine has emerged as a new technology which overcomes the problems in traditional intelligent field and it has attracted more and more researchers. The algorithm performance of ELM was analyzed...
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| Main Authors: | , , |
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| Format: | Article |
| Language: | zho |
| Published: |
Beijing Xintong Media Co., Ltd
2016-04-01
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| Series: | Dianxin kexue |
| Subjects: | |
| Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2016088/ |
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| _version_ | 1841529841351917568 |
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| author | Haiyang HU Jun XU Hua HU |
| author_facet | Haiyang HU Jun XU Hua HU |
| author_sort | Haiyang HU |
| collection | DOAJ |
| description | Computer intelligence technology had been widely used in the field of image searching. Extreme learning machine has emerged as a new technology which overcomes the problems in traditional intelligent field and it has attracted more and more researchers. The algorithm performance of ELM was analyzed firstly，extending the method to image classification field. A basic mobile visual searching（BMVS）framework was proposed which applies ELM to image searching and optimizes the performance of ELM. Finally，the experiment proves the effectiveness of the method proposed by using ELM for the mobile vision searching. Through the experiments of comparison with SVM-based methods，the efficiency of the method proposed was also confirmed. |
| format | Article |
| id | doaj-art-f01b36ab07244a07bd1690c7d28388b1 |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2016-04-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-f01b36ab07244a07bd1690c7d28388b12025-01-15T03:15:07ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012016-04-01329210259609488Mobile visual searching method based on ascending extreme learning machineHaiyang HUJun XUHua HUComputer intelligence technology had been widely used in the field of image searching. Extreme learning machine has emerged as a new technology which overcomes the problems in traditional intelligent field and it has attracted more and more researchers. The algorithm performance of ELM was analyzed firstly，extending the method to image classification field. A basic mobile visual searching（BMVS）framework was proposed which applies ELM to image searching and optimizes the performance of ELM. Finally，the experiment proves the effectiveness of the method proposed by using ELM for the mobile vision searching. Through the experiments of comparison with SVM-based methods，the efficiency of the method proposed was also confirmed.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2016088/classificationextreme learning machinemobile visual searching |
| spellingShingle | Haiyang HU Jun XU Hua HU Mobile visual searching method based on ascending extreme learning machine Dianxin kexue classification extreme learning machine mobile visual searching |
| title | Mobile visual searching method based on ascending extreme learning machine |
| title_full | Mobile visual searching method based on ascending extreme learning machine |
| title_fullStr | Mobile visual searching method based on ascending extreme learning machine |
| title_full_unstemmed | Mobile visual searching method based on ascending extreme learning machine |
| title_short | Mobile visual searching method based on ascending extreme learning machine |
| title_sort | mobile visual searching method based on ascending extreme learning machine |
| topic | classification extreme learning machine mobile visual searching |
| url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2016088/ |
| work_keys_str_mv | AT haiyanghu mobilevisualsearchingmethodbasedonascendingextremelearningmachine AT junxu mobilevisualsearchingmethodbasedonascendingextremelearningmachine AT huahu mobilevisualsearchingmethodbasedonascendingextremelearningmachine |