Title :
Contour layer extraction from colour topographic map by feature selection approach
Author :
Banda, Sandhya ; Agarwal, Arun ; Rao, C. Raghavedra ; Wankar, Rajeev
Author_Institution :
Univ. Of Hyderabad, Hyderabad, India
Abstract :
Contour layer of topographic maps can provide useful information for many vector based GIS applications. A topographic map consists of various semantic layers of overlapping information, differentiated primarily based on colour. Hence, to extract the contour layer from a topomap, colour segmentation algorithms are employed. However due to scanning and inherent features of topomap, colour space selection which provides efficient segmentation results becomes essential. The method proposed uses PCA as feature selection approach to select the colour features of topomap. The clusters are further processed to map to the layers of topomap using spatial properties.
Keywords :
feature extraction; geographic information systems; image colour analysis; image segmentation; principal component analysis; PCA; colour segmentation algorithm; colour topographic map; contour layer extraction; feature selection approach; overlapping information; principal component analysis; spatial are properties; vector based GIS application; Clustering algorithms; Color; Feature extraction; Image color analysis; Pixel; Principal component analysis; Quantization; Colour clustering; Contour layer; Principal Component Analysis; Topographic map;
Conference_Titel :
Computers & Informatics (ISCI), 2011 IEEE Symposium on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-61284-689-7
DOI :
10.1109/ISCI.2011.5958953