TY - JOUR
T1 - Fully automated generation of cloud-free imagery using landsat-8
AU - Kim, Yong
AU - Kim, Byeong Hee
AU - Kim, Yong Hyun
AU - Han, You Kyung
AU - Choi, Won Seok
PY - 2014
Y1 - 2014
N2 - Landsat is one of the popular satellites for observing land surface that is used in various areas including monitoring, detecting and classifying changes in land surface. However, shades, which cloud itself and its shadow, often interrupted clear observation and analysis of ground surface. For this reason, the process of removing shades and restoring original ground surfaces are critical for geospatial users. This study is planned to recommend a methodology for more accurate and clear images of Landsat-8 sensor, which provided two additional bands of costal/aerosol and cirrus. In fact, those bands are known as functioned effectively in detecting and restoring shades. Otsu's thresholding technique to detect clouds, we replaced those detective shades by using experimental and reference images. In accurate assessment, the overall accuracy and kappa coefficients were about 85% and 0.7128, respectively. This indicates that the proposed technique is effective for recovering the original land surface.
AB - Landsat is one of the popular satellites for observing land surface that is used in various areas including monitoring, detecting and classifying changes in land surface. However, shades, which cloud itself and its shadow, often interrupted clear observation and analysis of ground surface. For this reason, the process of removing shades and restoring original ground surfaces are critical for geospatial users. This study is planned to recommend a methodology for more accurate and clear images of Landsat-8 sensor, which provided two additional bands of costal/aerosol and cirrus. In fact, those bands are known as functioned effectively in detecting and restoring shades. Otsu's thresholding technique to detect clouds, we replaced those detective shades by using experimental and reference images. In accurate assessment, the overall accuracy and kappa coefficients were about 85% and 0.7128, respectively. This indicates that the proposed technique is effective for recovering the original land surface.
KW - Cloud-free image
KW - Land-use and land-cover map
KW - Landsat-8
KW - Otsu thresholding
UR - https://www.scopus.com/pages/publications/84901918600
U2 - 10.7848/ksgpc.2014.32.2.133
DO - 10.7848/ksgpc.2014.32.2.133
M3 - Article
AN - SCOPUS:84901918600
SN - 1598-4850
VL - 32
SP - 133
EP - 142
JO - Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
JF - Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
IS - 2
ER -