TY - GEN
T1 - Identification of oil palm plantation in IKONOS images using radially averaged power spectrum values
AU - Agustin, Soffiana
AU - Ginardi, R. V.Hari
AU - Tjandrasa, Handayani
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2016/1/12
Y1 - 2016/1/12
N2 - The use of satellite imagery for plantation management is helpful in monitoring the development of various parties including oil palm plantations. In a panchromatic IKONOS satellite imagery, oil palm plantations have unique characteristics that can be interpreted visually. This study tried to classify oil palm plantations from satellite imagery using texture characteristics with their spatial and frequency parameters. Spatial parameters are determined by calculating the first order features, while the second order texture variables are determined based on Gray Level Co-occurrence Matrix (GLCM), local feature, and Radially Average Power Spectrum Value (RAPSV). The classification accuracy of of this study reached 86%. An addition of average value of the power spectrum has increased the accuracy up to 28% compared to the usage of first order only.
AB - The use of satellite imagery for plantation management is helpful in monitoring the development of various parties including oil palm plantations. In a panchromatic IKONOS satellite imagery, oil palm plantations have unique characteristics that can be interpreted visually. This study tried to classify oil palm plantations from satellite imagery using texture characteristics with their spatial and frequency parameters. Spatial parameters are determined by calculating the first order features, while the second order texture variables are determined based on Gray Level Co-occurrence Matrix (GLCM), local feature, and Radially Average Power Spectrum Value (RAPSV). The classification accuracy of of this study reached 86%. An addition of average value of the power spectrum has increased the accuracy up to 28% compared to the usage of first order only.
KW - Feature identification
KW - IKONOS panchromatic
KW - oil palm plantations
KW - radially average power spectrum value (RAPSV)
KW - texture
UR - http://www.scopus.com/inward/record.url?scp=84964937751&partnerID=8YFLogxK
U2 - 10.1109/ICTS.2015.7379877
DO - 10.1109/ICTS.2015.7379877
M3 - Conference contribution
AN - SCOPUS:84964937751
T3 - Proceedings of 2015 International Conference on Information and Communication Technology and Systems, ICTS 2015
SP - 89
EP - 94
BT - Proceedings of 2015 International Conference on Information and Communication Technology and Systems, ICTS 2015
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - International Conference on Information and Communication Technology and Systems, ICTS 2015
Y2 - 16 September 2015
ER -