JOURNAL ARTICLE

Object-Oriented Shadow Detection and Removal From Urban High-Resolution Remote Sensing Images

Hongya ZhangKaimin SunWenzhuo Li

Year: 2014 Journal:   IEEE Transactions on Geoscience and Remote Sensing Vol: 52 (11)Pages: 6972-6982   Publisher: Institute of Electrical and Electronics Engineers

Abstract

In accordance with the characteristics of urban high-resolution color remote sensing images, we put forward an object-oriented shadow detection and removal method. In this method, shadow features are taken into consideration during image segmentation, and then, according to the statistical features of the images, suspected shadows are extracted. Furthermore, some dark objects which could be mistaken for shadows are ruled out according to object properties and spatial relationship between objects. For shadow removal, inner-outer outline profile line (IOOPL) matching is used. First, the IOOPLs are obtained with respect to the boundary lines of shadows. Shadow removal is then performed according to the homogeneous sections attained through IOOPL similarity matching. Experiments show that the new method can accurately detect shadows from urban high-resolution remote sensing images and can effectively restore shadows with a rate of over 85%.

Keywords:
Shadow (psychology) Computer vision Artificial intelligence Computer science Remote sensing Object detection Image resolution Boundary (topology) Similarity (geometry) Segmentation Object (grammar) Image segmentation Geology Image (mathematics) Mathematics

Metrics

92
Cited By
4.34
FWCI (Field Weighted Citation Impact)
31
Refs
0.96
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Video Surveillance and Tracking Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Remote Sensing and Land Use
Physical Sciences →  Earth and Planetary Sciences →  Atmospheric Science
Automated Road and Building Extraction
Physical Sciences →  Engineering →  Ocean Engineering

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