Mai, S.D. and Ngo, L.T. (2015) Interval Type-2 fuzzy C-means clustering with spatial information for land-cover classification. In: 7th Asian Conference on Intelligent Information and Database Systems, ACIIDS 2015, 23 March 2015 through 25 March 2015.
Interval Type-2 fuzzy C-means clustering with spatial information for land-cover classification.pdf
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Abstract
The paper proposes a method to use spatial information to interval type-2 fuzzy c-Means clustering (IT2-FCM) for problems of land cover classification from multi-spectral sattelite images. The spatial information between a pixel and its neighbors on individual band is used to calculate an interval of membership grades in IT2-FCM algorithm. The proposed algorithm, called IIT2-FCM, is implemented on Landsat7 images in comparison with previous algorithms like k-Means, FCM, IT2- FCM to demonstrate the advantage of the approach in handling uncertainty or noise. © Springer International Publishing Switzerland 2015.
| Item Type: | Conference or Workshop Item (Paper) |
|---|---|
| Divisions: | Faculties > Faculty of Information Technology Institutes > Institute of Techniques for Special Engineering |
| Identification Number: | 10.1007/978-3-319-15702-3_38 |
| Uncontrolled Keywords: | Database systems; Fuzzy clustering; Fuzzy sets; Fuzzy systems; FCM algorithm; Interval type-2 fuzzy; Land cover classification; Membership grade; Multi-spectral; Sattelite; Spatial informations; Type-2 fuzzy set; Classification (of information) |
| Additional Information: | Conference code: 115649. Language of original document: English. |
| URI: | http://eprints.lqdtu.edu.vn/id/eprint/9962 |
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