Predator-Prey Biogeography-Based Optimization for Bio-inspired Visual Attention
Visual attention mechanism is one of the important techniques in computer vision field, and it can increase the effectiveness of computer image information processing. Biogeography-Based Optimization (BBO) is a bioinspired algorithm for global optimization, searching for the global optimum mainly th...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Springer
2013-12-01
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| Series: | International Journal of Computational Intelligence Systems |
| Subjects: | |
| Online Access: | https://www.atlantis-press.com/article/25868448.pdf |
| _version_ | 1811302357829419008 |
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| author | Xiaohua Wang Haibin Duan |
| author_facet | Xiaohua Wang Haibin Duan |
| author_sort | Xiaohua Wang |
| collection | DOAJ |
| description | Visual attention mechanism is one of the important techniques in computer vision field, and it can increase the effectiveness of computer image information processing. Biogeography-Based Optimization (BBO) is a bioinspired algorithm for global optimization, searching for the global optimum mainly through two steps: migration and mutation. In this paper, a novel Predator-Prey Biogeography-Based Optimization (PPBBO) is utilized to solve the bio-inspired visual attention problem. In PPBBO method, BBO is combined with the mechanism of predatorprey, which can enhance the global convergence of the algorithm. The convergence property of the PPBBO is analyzed theoretically, and the detailed process is also given. Comparative experimental results with basic BBO, CBBO, CPPBBO, and Particle Swarm Optimization (PSO) demonstrate the feasibility and effectiveness of our presented PPBBO for adjusting combination of feature maps in visual attention. |
| first_indexed | 2024-04-13T07:26:38Z |
| format | Article |
| id | doaj.art-25dfad78969b484aaf34ed5b7f2bf918 |
| institution | Directory Open Access Journal |
| issn | 1875-6883 |
| language | English |
| last_indexed | 2024-04-13T07:26:38Z |
| publishDate | 2013-12-01 |
| publisher | Springer |
| record_format | Article |
| series | International Journal of Computational Intelligence Systems |
| spelling | doaj.art-25dfad78969b484aaf34ed5b7f2bf9182022-12-22T02:56:28ZengSpringerInternational Journal of Computational Intelligence Systems1875-68832013-12-016610.1080/18756891.2013.820957Predator-Prey Biogeography-Based Optimization for Bio-inspired Visual AttentionXiaohua WangHaibin DuanVisual attention mechanism is one of the important techniques in computer vision field, and it can increase the effectiveness of computer image information processing. Biogeography-Based Optimization (BBO) is a bioinspired algorithm for global optimization, searching for the global optimum mainly through two steps: migration and mutation. In this paper, a novel Predator-Prey Biogeography-Based Optimization (PPBBO) is utilized to solve the bio-inspired visual attention problem. In PPBBO method, BBO is combined with the mechanism of predatorprey, which can enhance the global convergence of the algorithm. The convergence property of the PPBBO is analyzed theoretically, and the detailed process is also given. Comparative experimental results with basic BBO, CBBO, CPPBBO, and Particle Swarm Optimization (PSO) demonstrate the feasibility and effectiveness of our presented PPBBO for adjusting combination of feature maps in visual attention.https://www.atlantis-press.com/article/25868448.pdfBiogeography-Based Optimization (BBO)visual attentionsaliencyfeature combinationpredator-prey |
| spellingShingle | Xiaohua Wang Haibin Duan Predator-Prey Biogeography-Based Optimization for Bio-inspired Visual Attention International Journal of Computational Intelligence Systems Biogeography-Based Optimization (BBO) visual attention saliency feature combination predator-prey |
| title | Predator-Prey Biogeography-Based Optimization for Bio-inspired Visual Attention |
| title_full | Predator-Prey Biogeography-Based Optimization for Bio-inspired Visual Attention |
| title_fullStr | Predator-Prey Biogeography-Based Optimization for Bio-inspired Visual Attention |
| title_full_unstemmed | Predator-Prey Biogeography-Based Optimization for Bio-inspired Visual Attention |
| title_short | Predator-Prey Biogeography-Based Optimization for Bio-inspired Visual Attention |
| title_sort | predator prey biogeography based optimization for bio inspired visual attention |
| topic | Biogeography-Based Optimization (BBO) visual attention saliency feature combination predator-prey |
| url | https://www.atlantis-press.com/article/25868448.pdf |
| work_keys_str_mv | AT xiaohuawang predatorpreybiogeographybasedoptimizationforbioinspiredvisualattention AT haibinduan predatorpreybiogeographybasedoptimizationforbioinspiredvisualattention |