Ground cover classification of satellite imagery on parallel architectures
In this thesis, a detailed review is performed on some existed unsupervised classification algorithms, such as k-means, fuzzy k-means, ISODATA, Improved Splitting and Merging Clustering (ISMC) algorithm, and Mean-Shift algorithm. In particular, the ISMC algorithm and the Mean-Shift algorithm are ana...
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sg-ntu-dr.10356-23642023-03-04T00:39:16Z Ground cover classification of satellite imagery on parallel architectures Liu, Bo Timo Rolf Bretschneider School of Computer Engineering DRNTU::Engineering::Computer science and engineering::Computer systems organization::Special-purpose and application-based systems In this thesis, a detailed review is performed on some existed unsupervised classification algorithms, such as k-means, fuzzy k-means, ISODATA, Improved Splitting and Merging Clustering (ISMC) algorithm, and Mean-Shift algorithm. In particular, the ISMC algorithm and the Mean-Shift algorithm are analysed carefully here. MASTER OF ENGINEERING (SCE) 2008-09-17T09:01:01Z 2008-09-17T09:01:01Z 2005 2005 Thesis Liu, B. (2005). Ground cover classification of satellite imagery on parallel architectures. Master’s thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/2364 10.32657/10356/2364 Nanyang Technological University application/pdf |
| institution |
Nanyang Technological University |
| building |
NTU Library |
| continent |
Asia |
| country |
Singapore Singapore |
| content_provider |
NTU Library |
| collection |
DR-NTU |
| topic |
DRNTU::Engineering::Computer science and engineering::Computer systems organization::Special-purpose and application-based systems |
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DRNTU::Engineering::Computer science and engineering::Computer systems organization::Special-purpose and application-based systems Liu, Bo Ground cover classification of satellite imagery on parallel architectures |
| description |
In this thesis, a detailed review is performed on some existed unsupervised classification algorithms, such as k-means, fuzzy k-means, ISODATA, Improved Splitting and Merging Clustering (ISMC) algorithm, and Mean-Shift algorithm. In particular, the ISMC algorithm and the Mean-Shift algorithm are analysed carefully here. |
| author2 |
Timo Rolf Bretschneider |
| author_facet |
Timo Rolf Bretschneider Liu, Bo |
| format |
Theses and Dissertations |
| author |
Liu, Bo |
| author_sort |
Liu, Bo |
| title |
Ground cover classification of satellite imagery on parallel architectures |
| title_short |
Ground cover classification of satellite imagery on parallel architectures |
| title_full |
Ground cover classification of satellite imagery on parallel architectures |
| title_fullStr |
Ground cover classification of satellite imagery on parallel architectures |
| title_full_unstemmed |
Ground cover classification of satellite imagery on parallel architectures |
| title_sort |
ground cover classification of satellite imagery on parallel architectures |
| publishDate |
2008 |
| url |
https://hdl.handle.net/10356/2364 |
| _version_ |
1759855979109810176 |