JOURNAL ARTICLE

Automatic Road Detection in Grayscale Aerial Images

Katherine TreashKevin Amaratunga

Year: 2000 Journal:   Journal of Computing in Civil Engineering Vol: 14 (1)Pages: 60-69   Publisher: American Society of Civil Engineers

Abstract

Digital aerial photography provides a useful starting point for computerized map generation. Features of interest can be extracted using a variety of image-processing techniques, which analyze the image for characteristics such as edges, texture, shape, and color. In this work, we develop an automatic road detection system for use on high-resolution grayscale aerial images. Road edges are extracted using a variant of the Nevatia-Babu edge detector. This is followed by an edge-thinning process and a new edge-linking algorithm that fills gaps in the extracted edge map. By using a zoned search technique, we are able to design an improved edge-linking algorithm that is capable of closing both large gaps in long, low-curvature road edges and smaller gaps that can occur at triple points or intersection points. An edge-pairing algorithm, which is subsequently applied, takes advantage of the parallel edges of roads to locate the road centers. Results demonstrate that the current system provides a simple yet effective first stage for a more sophisticated map-generation system.

Keywords:
Grayscale Computer vision Artificial intelligence Edge detection Computer science Intersection (aeronautics) Enhanced Data Rates for GSM Evolution Process (computing) Canny edge detector Aerial image Corner detection Aerial photography Image gradient Curvature Image processing Image (mathematics) Geography Remote sensing Mathematics

Metrics

46
Cited By
1.93
FWCI (Field Weighted Citation Impact)
13
Refs
0.86
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Automated Road and Building Extraction
Physical Sciences →  Engineering →  Ocean Engineering
Remote Sensing and LiDAR Applications
Physical Sciences →  Environmental Science →  Environmental Engineering
Video Surveillance and Tracking Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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