Title :
Assessing the uncertainty of non-change in national-scale vegetation mapping using 3D wavelet transformed NDVI time series
Author :
Hee Young Yoo ; Leyk, Stefan ; No-Wook Park
Author_Institution :
Geoinformatic Eng. Res. Inst., Inha Univ., Incheon, South Korea
Abstract :
The national or international mapping projects have usually long interval to update. To complement this long interval, satellite imagery obtained periodically and continuously is useful. This study is a preliminary step to generate annual spatial datasets comparable to the existing vegetation cover (EVC) layers using satellite imagery. We introduced and tested an approach based on 3D wavelet transform to analyze the multi-temporal satellite images. 3D wavelet transform based analysis was experimentally applied to NDVI images where identifying non-changed pixels. 3D wavelet transform can extract important patterns such as long term trends and short term events and analyze spatial and temporal relations with neighboring pixel. As a result, 3D wavelet transformed LLL values were much more stable across time than those of the original NDVI in non-changed areas. This study can provide fundamentals for image correction to ensure image comparability across years.
Keywords :
remote sensing; time series; vegetation mapping; wavelet transforms; 3D wavelet transform based analysis; 3D wavelet transformed LLL values; EVC layer; NDVI images; NDVI time series; annual spatial dataset generation; existing vegetation cover layer; image comparability; image correction fundamentals; international mapping project; interval imagery; long term trends; multitemporal satellite image analysis; national mapping project; national-scale vegetation mapping; neighboring pixel; nonchange uncertainty assessment; nonchanged areas; nonchanged pixel identification; original NDVI; satellite imagery; short term events; spatial relation analysis; temporal relation analysis; Remote sensing; Satellites; Three-dimensional displays; Vegetation mapping; Wavelet analysis; Wavelet transforms; 3D wavelet transform; EVC; multi-temporal image analysis;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2013 IEEE International
Conference_Location :
Melbourne, VIC
Print_ISBN :
978-1-4799-1114-1
DOI :
10.1109/IGARSS.2013.6723377