Title :
Building Extraction Based on Hue Cluster Analysis in Complex Scene
Author :
Wei Zhiqiang ; Han Lirong ; Yang Miao ; Ji Xiaopeng ; Yin Bo ; Chu Jian
Author_Institution :
Dept. of Comput. Sci., Ocean Univ. of China, Qingdao, China
Abstract :
This paper presents an approach to extract building region in an image with complex scene. The algorithm highlights the edge characteristics of the target in image pre-processing step, uses the improved Hough transform line detection algorithm and the line optimization algorithm to keep the effective straight-line segments. Then it clusters the dominant hues of each effective segment´s surrounding area, which will be made statistical analysis to group the straight-lines with building hue and keep the building lines with consistent hue. Finally, the building region is gotten in original image by the effective lines. Our experiments on dozens of pictures by this method and two other building extraction methods, demonstrate that this method is not only good for extracting the covered buildings in complex scene images, but also good for locating the buildings submerged in the background accurately.
Keywords :
Hough transforms; building; edge detection; feature extraction; image colour analysis; image segmentation; statistical analysis; Hough transform; building extraction; building region; complex scene; edge characteristics; hue cluster analysis; image extraction; image preprocessing; line detection; line optimization; statistical analysis; straight-line segment; Buildings; Clustering algorithms; Computer science; Data mining; Detection algorithms; Image analysis; Image edge detection; Image segmentation; Layout; Oceans;
Conference_Titel :
Image and Signal Processing, 2009. CISP '09. 2nd International Congress on
Conference_Location :
Tianjin
Print_ISBN :
978-1-4244-4129-7
Electronic_ISBN :
978-1-4244-4131-0
DOI :
10.1109/CISP.2009.5304709