Semi-Automated Road Detection From High Resolution Satellite Images by Directional Morphological Enhancement and Segmentation Techniques

Extraction of map objects such roads, rivers and buildings from high resolution satellite imagery is an important task in many civilian and military applications. We present a semi-automatic approach for road detection that achieves high accuracy and efficiency. This method exploits the properties of road segments to develop customized operators to accurately derive the road segments. The customized operators include directional morphological enhancement, directional segmentation and thinning. We have systematically evaluated the algorithm on a variety of images from IKONOS, QuickBird, CARTOSAT-2A satellites and carefully compared it with the techniques presented in literature. The results demonstrate that the algorithm proposed is both accurate and efficient.

[1]  José A. Malpica,et al.  An automatic method for road extraction in rural and semi-urban areas starting from high resolution satellite imagery , 2005, Pattern Recognit. Lett..

[2]  Jonathan Li,et al.  Use of Satellite Imagery for Establishing Road Horizontal Alignments , 2007 .

[3]  Ruisheng Wang,et al.  EXTRACTION OF ROAD NETWORKS USING PAN-SHARPENED MULTISPECTRAL AND PANCHROMATIC QUICKBIRD IMAGES , 2005 .

[4]  Josiane Zerubia,et al.  A Markov Point Process for Road Extraction in Remote Sensed Images , 2000 .

[5]  Qiaoping Zhang,et al.  AUTOMATED ROAD NETWORK EXTRACTION FROM HIGH RESOLUTION MULTI-SPECTRAL IMAGERY , 2006 .

[6]  Uwe Stilla Map-aided structural analysis of aerial images , 1995 .

[7]  Christian Heipke,et al.  Automatic road extraction from remote sensing imagery incorporating prior information and colour segmentation , 2007 .

[8]  Md. Fayzur Rahman,et al.  Automatic Road Extractions from High Resolution Satellite Imagery Using Road Intersection Model in Urban Areas , 2011 .

[9]  Mehdi Mokhtarzade,et al.  Road Extraction from High Resolution Satellite Images Using Image Processing Algorithms and CAD-Based Environments Facilities , 2008 .

[10]  David B. Cooper,et al.  Automatic Finding of Main Roads in Aerial Images by Using Geometric-Stochastic Models and Estimation , 1996, IEEE Trans. Pattern Anal. Mach. Intell..

[11]  Vincent Tao,et al.  Automatic Extraction of Main Road Centerlines from High Resolution Satellite Imagery Using Hierarchical Grouping , 2007 .

[12]  C. A. Murthy,et al.  A modified metric to compute distance , 1992, Pattern Recognit..

[13]  Mehdi Mokhtarzade,et al.  Road detection from high-resolution satellite images using artificial neural networks , 2007, Int. J. Appl. Earth Obs. Geoinformation.

[14]  Ashok Samal,et al.  A Statistical Approach for Automatic Detection of Ocean Disturbance Features From SAR Images , 2012, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[15]  Peter Doucette,et al.  Automated Road Extraction from High Resolution Multispectral Imagery , 2004 .

[16]  Yen-Wei Chen,et al.  Segmentation of high resolution satellite images by direction and morphological filters , 2004, Fourth International Conference on Hybrid Intelligent Systems (HIS'04).

[17]  J. McDermott,et al.  Rule-Based Interpretation of Aerial Imagery , 1984, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[18]  Kim L. Boyer,et al.  A system to detect houses and residential street networks in multispectral satellite images , 2005, Comput. Vis. Image Underst..

[19]  Qiaoping Zhang,et al.  Benefit of the angular texture signature for the separation of parking lots and roads on high resolution multi-spectral imagery , 2006, Pattern Recognit. Lett..

[20]  Kevin Amaratunga,et al.  AUTOMATIC ROAD DETECTION IN GRAYSCALE AERIAL IMAGES , 2000 .

[21]  Yuan Tian,et al.  Extraction of Main Urban Roads from High Resolution Satellite Images by Machine Learning , 2006, ACCV.

[22]  Debasis Chaudhuri,et al.  Automated Detection of Tracks in Mountainous Terrain Using IRS-1C/1D Images , 2002, ICVGIP.

[23]  E. Baltsavias,et al.  A TEST OF AUTOMATIC ROAD EXTRACTION APPROACHES , 2006 .

[24]  Azriel Rosenfeld,et al.  Digital Picture Processing , 1976 .

[25]  P. Anil,et al.  Automatic Road Extraction from High Resolution Imagery Based On Statistical Region Merging and Skeletonization , 2010 .

[26]  Runsheng Wang,et al.  Classified road detection from satellite images based on perceptual organization , 2007 .

[27]  K. Ramesh Babu,et al.  Linear Feature Extraction and Description , 1979, IJCAI.

[28]  Jon Atli Benediktsson,et al.  Advanced directional mathematical morphology for the detection of the road network in very high resolution remote sensing images , 2010, Pattern Recognit. Lett..

[29]  Haihong Li,et al.  Road extraction from aerial and satellite images by dynamic programming , 1995 .