JOURNAL ARTICLE

ORIENTATION BASED BUILDING OUTLINE EXTRACTION IN AERIAL IMAGES

Anita KovácsTamás Szirányi

Year: 2012 Journal:   ISPRS annals of the photogrammetry, remote sensing and spatial information sciences Vol: I-7 Pages: 141-146   Publisher: Copernicus Publications

Abstract

Abstract. The goal of this paper is to extract automatically the building contours regardless of shape. By extracting these contours, detection results will be more accurate, giving useful information about urban area, which is important for many tasks, like map updating and disaster management. First, we extract local feature points from the image, based on a modification of Harris detector's saliency function, which can represent urban area and building effectively. This point set is then used to define the main orientation of the buildings, which characterizes well an urban region and helps to define directions, where object contours have to be searched. Second, we applied shearlet approach to extract edges in the defined directions. This results in an edge map, which helps us to determine point subsets belonging to the same building. Convex hulls of the point subsets is used for contour initialization, then region based Chan-Vese Active Contour method is applied to extract the accurate building outlines.

Keywords:
Orientation (vector space) Artificial intelligence Initialization Computer science Computer vision Convex hull Point (geometry) Active contour model Set (abstract data type) Feature (linguistics) Pattern recognition (psychology) Enhanced Data Rates for GSM Evolution Object (grammar) Edge detection Function (biology) Segmentation Image (mathematics) Image segmentation Regular polygon Image processing Mathematics Geometry

Metrics

14
Cited By
2.50
FWCI (Field Weighted Citation Impact)
28
Refs
0.91
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Remote-Sensing Image Classification
Physical Sciences →  Engineering →  Media Technology
Remote Sensing and LiDAR Applications
Physical Sciences →  Environmental Science →  Environmental Engineering
Remote Sensing and Land Use
Physical Sciences →  Earth and Planetary Sciences →  Atmospheric Science

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