Title :
Texture based change detection of built-up on SPOT panchromatic imagery using PCA
Author :
Ehrlich, Daniele ; Bielski, Conrad
Author_Institution :
Joint Res. Centre, Inst. for the Protection & Security of the Citizen, Varese, Italy
Abstract :
This paper addresses built up change detection using texture features derived from SPOT Panchromatic imagery and principal component analysis (PCA). SPOT imagery combines the adequate ground sampling distance (GSD) and large area coverage that extends beyond cities to include the peri-urban areas where urban sprawl (built-up change) typically occurs. This study uses SPOT 1 and SPOT 5 panchromatic data over Casablanca. The texture based “Built up area presence index” is used to provide a likelihood of built up area. The changes in texture in t0 and t1 are then quantified using PCA. The procedure is simple to implement and requires minimum manual intervention. The analysis shows that the method is reliable for rapid assessments built up changes but that these detected changes need to be visually inspected if operational products have to be derived. The technique performs adequately when changes occur over large areas. The Casablanca study results are encouraging despite the coarse GSD of SPOT 1 and the different illumination and viewing angle. The procedure should be tested over cities in different geographical regions. Finer resolution input data and data with similar acquisition and illumination angle are likely to yield better the results.
Keywords :
feature extraction; geophysical image processing; image texture; principal component analysis; remote sensing; Casablanca; SPOT 1 panchromatic data; SPOT 5 panchromatic data; SPOT panchromatic imagery; ground sampling distance; illumination; large area coverage; principal component analysis; texture based change detection; viewing angle; Accuracy; Area measurement; Buildings; Cities and towns; Principal component analysis; Remote sensing; Roads;
Conference_Titel :
Urban Remote Sensing Event (JURSE), 2011 Joint
Conference_Location :
Munich
Print_ISBN :
978-1-4244-8658-8
DOI :
10.1109/JURSE.2011.5764723