GLOBAL LAND COVER CLASSIFICATION USING MODIS SURFACE REFLECTANCE PRODUCTS
The objective of this study is to develop high accuracy land cover classification algorithm for Global scale by using multi-temporal MODIS land reflectance products. In this study, time-domain co-occurrence matrix was introduced as a classification feature which provides time-series signature of lan...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Copernicus Publications
2012-07-01
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| Series: | The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| Online Access: | http://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XXXIX-B8/525/2012/isprsarchives-XXXIX-B8-525-2012.pdf |
| _version_ | 1818977253727404032 |
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| author | H. Shimoda K. Fukue |
| author_facet | H. Shimoda K. Fukue |
| author_sort | H. Shimoda |
| collection | DOAJ |
| description | The objective of this study is to develop high accuracy land cover classification algorithm for Global scale by using multi-temporal
MODIS land reflectance products. In this study, time-domain co-occurrence matrix was introduced as a classification feature which
provides time-series signature of land covers. Further, the non-parametric minimum distance classifier was introduced for timedomain
co-occurrence matrix, which performs multi-dimensional pattern matching for time-domain co-occurrence matrices of a
classification target pixel and each classification classes. The global land cover classification experiments have been conducted by
applying the proposed classification method using 46 multi-temporal(in one year) SR(Surface Reflectance 8-Day L3) and
NBAR(Nadir BRDF-Adjusted Reflectance 16-Day L3) products, respectively. IGBP 17 land cover categories were used in our
classification experiments. As the results, SR product and NBAR product showed similar classification accuracy of 99%. |
| first_indexed | 2024-12-20T16:24:48Z |
| format | Article |
| id | doaj.art-1d1cf705897e4a63a2bea31c9a8733dd |
| institution | Directory Open Access Journal |
| issn | 1682-1750 2194-9034 |
| language | English |
| last_indexed | 2024-12-20T16:24:48Z |
| publishDate | 2012-07-01 |
| publisher | Copernicus Publications |
| record_format | Article |
| series | The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| spelling | doaj.art-1d1cf705897e4a63a2bea31c9a8733dd2022-12-21T19:33:29ZengCopernicus PublicationsThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences1682-17502194-90342012-07-01XXXIX-B852552810.5194/isprsarchives-XXXIX-B8-525-2012GLOBAL LAND COVER CLASSIFICATION USING MODIS SURFACE REFLECTANCE PRODUCTSH. Shimoda0K. Fukue1Tokai University Research and Information Center, 2-28-4 Tomigaya, Shibuya-ku, Tokyo 151, JapanTokai University Research and Information Center, 2-28-4 Tomigaya, Shibuya-ku, Tokyo 151, JapanThe objective of this study is to develop high accuracy land cover classification algorithm for Global scale by using multi-temporal MODIS land reflectance products. In this study, time-domain co-occurrence matrix was introduced as a classification feature which provides time-series signature of land covers. Further, the non-parametric minimum distance classifier was introduced for timedomain co-occurrence matrix, which performs multi-dimensional pattern matching for time-domain co-occurrence matrices of a classification target pixel and each classification classes. The global land cover classification experiments have been conducted by applying the proposed classification method using 46 multi-temporal(in one year) SR(Surface Reflectance 8-Day L3) and NBAR(Nadir BRDF-Adjusted Reflectance 16-Day L3) products, respectively. IGBP 17 land cover categories were used in our classification experiments. As the results, SR product and NBAR product showed similar classification accuracy of 99%.http://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XXXIX-B8/525/2012/isprsarchives-XXXIX-B8-525-2012.pdf |
| spellingShingle | H. Shimoda K. Fukue GLOBAL LAND COVER CLASSIFICATION USING MODIS SURFACE REFLECTANCE PRODUCTS The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| title | GLOBAL LAND COVER CLASSIFICATION USING MODIS SURFACE REFLECTANCE PRODUCTS |
| title_full | GLOBAL LAND COVER CLASSIFICATION USING MODIS SURFACE REFLECTANCE PRODUCTS |
| title_fullStr | GLOBAL LAND COVER CLASSIFICATION USING MODIS SURFACE REFLECTANCE PRODUCTS |
| title_full_unstemmed | GLOBAL LAND COVER CLASSIFICATION USING MODIS SURFACE REFLECTANCE PRODUCTS |
| title_short | GLOBAL LAND COVER CLASSIFICATION USING MODIS SURFACE REFLECTANCE PRODUCTS |
| title_sort | global land cover classification using modis surface reflectance products |
| url | http://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XXXIX-B8/525/2012/isprsarchives-XXXIX-B8-525-2012.pdf |
| work_keys_str_mv | AT hshimoda globallandcoverclassificationusingmodissurfacereflectanceproducts AT kfukue globallandcoverclassificationusingmodissurfacereflectanceproducts |