JOURNAL ARTICLE

Road Extraction from Remote Sensing Imagery Based on Road Tracking and Ribbon Snake

Abstract

In this paper, a semi-automatic road extraction algorithm is proposed. The algorithm starts from a Euclidean distance transform to convert the original remote sensing image into a distance image, which presents all roads in the darker color and can be used as the input image for further process. Then, the contrast of the distance image is enhanced and the skeletons of roads are found. Following these steps, road tracking based on template matching is implemented in order to integrate the discontinuous segments of skeletons. The tracker searches the areas along the direction of the road to extent the skeleton, which produces longer initial curve for snake models. Furthermore, the geometric features of the road are utilized to construct a region-based constrain energy to enforce the contrast maximizing. The experimental results show that the improved ribbon snake extracts the interested roads rapidly and accurately.

Keywords:
Computer vision Artificial intelligence Computer science Ribbon Process (computing) Tracking (education) Matching (statistics) Feature extraction Contrast (vision) Image (mathematics) Pattern recognition (psychology) Mathematics

Metrics

13
Cited By
0.00
FWCI (Field Weighted Citation Impact)
6
Refs
0.19
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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