Remote Sensing Image Feature Extracting Based Multiple Ant Colonies Cooperation
This paper presents a novel feature extraction method for remote sensing imagery based on the cooperation of multiple ant colonies. First, multiresolution expression of the input remote sensing imagery is created, and two different ant colonies are spread on different resolution images. The ant colo...
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
China Science Publishing & Media Ltd. (CSPM)
2014-02-01
|
| Series: | Leida xuebao |
| Subjects: | |
| Online Access: | http://radars.ie.ac.cn/EN/abstract/abstract158.shtml# |
| _version_ | 1797426905468633088 |
|---|---|
| author | Zhang Zhi-long Yang Wei-ping Li Ji-cheng |
| author_facet | Zhang Zhi-long Yang Wei-ping Li Ji-cheng |
| author_sort | Zhang Zhi-long |
| collection | DOAJ |
| description | This paper presents a novel feature extraction method for remote sensing imagery based on the cooperation of multiple ant colonies. First, multiresolution expression of the input remote sensing imagery is created, and two different ant colonies are spread on different resolution images. The ant colony in the low-resolution image uses phase congruency as the inspiration information, whereas that in the high-resolution image uses gradient magnitude. The two ant colonies cooperate to detect features in the image by sharing the same pheromone matrix. Finally, the image features are extracted on the basis of the pheromone matrix threshold. Because a substantial amount of information in the input image is used as inspiration information of the ant colonies, the proposed method shows higher intelligence and acquires more complete and meaningful image features than those of other simple edge detectors. |
| first_indexed | 2024-03-09T08:36:36Z |
| format | Article |
| id | doaj.art-1d79f82ee99e4dd2985a62aa3ee836ec |
| institution | Directory Open Access Journal |
| issn | 2095-283X 2095-283X |
| language | English |
| last_indexed | 2024-03-09T08:36:36Z |
| publishDate | 2014-02-01 |
| publisher | China Science Publishing & Media Ltd. (CSPM) |
| record_format | Article |
| series | Leida xuebao |
| spelling | doaj.art-1d79f82ee99e4dd2985a62aa3ee836ec2023-12-02T17:54:58ZengChina Science Publishing & Media Ltd. (CSPM)Leida xuebao2095-283X2095-283X2014-02-01319210010.3724/SP.J.1300.2014.13129Remote Sensing Image Feature Extracting Based Multiple Ant Colonies CooperationZhang Zhi-long0Yang Wei-ping1Li Ji-cheng2ATR Key Laboratry, National University of Defense TechnologyATR Key Laboratry, National University of Defense TechnologyATR Key Laboratry, National University of Defense TechnologyThis paper presents a novel feature extraction method for remote sensing imagery based on the cooperation of multiple ant colonies. First, multiresolution expression of the input remote sensing imagery is created, and two different ant colonies are spread on different resolution images. The ant colony in the low-resolution image uses phase congruency as the inspiration information, whereas that in the high-resolution image uses gradient magnitude. The two ant colonies cooperate to detect features in the image by sharing the same pheromone matrix. Finally, the image features are extracted on the basis of the pheromone matrix threshold. Because a substantial amount of information in the input image is used as inspiration information of the ant colonies, the proposed method shows higher intelligence and acquires more complete and meaningful image features than those of other simple edge detectors.http://radars.ie.ac.cn/EN/abstract/abstract158.shtml#Remote sensing image processingMultiple ant colony cooperationEdgeFeature extractionPhase congruency |
| spellingShingle | Zhang Zhi-long Yang Wei-ping Li Ji-cheng Remote Sensing Image Feature Extracting Based Multiple Ant Colonies Cooperation Leida xuebao Remote sensing image processing Multiple ant colony cooperation Edge Feature extraction Phase congruency |
| title | Remote Sensing Image Feature Extracting Based Multiple Ant Colonies Cooperation |
| title_full | Remote Sensing Image Feature Extracting Based Multiple Ant Colonies Cooperation |
| title_fullStr | Remote Sensing Image Feature Extracting Based Multiple Ant Colonies Cooperation |
| title_full_unstemmed | Remote Sensing Image Feature Extracting Based Multiple Ant Colonies Cooperation |
| title_short | Remote Sensing Image Feature Extracting Based Multiple Ant Colonies Cooperation |
| title_sort | remote sensing image feature extracting based multiple ant colonies cooperation |
| topic | Remote sensing image processing Multiple ant colony cooperation Edge Feature extraction Phase congruency |
| url | http://radars.ie.ac.cn/EN/abstract/abstract158.shtml# |
| work_keys_str_mv | AT zhangzhilong remotesensingimagefeatureextractingbasedmultipleantcoloniescooperation AT yangweiping remotesensingimagefeatureextractingbasedmultipleantcoloniescooperation AT lijicheng remotesensingimagefeatureextractingbasedmultipleantcoloniescooperation |