Beta
155942

STUDY ON SHADOW DETECTION FROM HIGH-RESOLUTION SATELLITE IMAGES USING COLOR MODEL

Article

Last updated: 23 Jan 2023

Subjects

-

Tags

-

Abstract

Shadow detection is an important process for applications like classification, change detection, image interpretation, object detection, and recognition. The existence of shadow in satellite images reduce the amount of information that can be extracted and accordingly makes these applications more difficult or even impossible. Different color space is used to detect shadows based on , , and  bands. This paper aims to represent an automatic approach for shadow detection from high-resolution satellite images. In this approach, a new index to highlight shadow areas based on  color model is developed. A comparative study is carried out between the proposed index with a different photometric invariant color model, including IHS, HSV, YIQ, and  models over the ratio and single-band images. Then, an automatic thresholding method is applied in images histogram. The accuracy of the obtained results is evaluated in terms of visual comparisons and shadow detection accuracy assessments. Experimental results show that the proposed ratio method provides the best results for shadow detection. On the other hand, shallow water is still misclassified as a shadow.

DOI

10.21608/sej.2021.155942

Keywords

Shadow detection, color model, threshold, and accuracy assessment

Authors

First Name

Yasser

Last Name

Mostafa

MiddleName

-

Affiliation

Civil Eng. Dept. Faculty of Engineering, Sohag University, Sohag, Egypt

Email

yasser79gm@gmail.com

City

-

Orcid

-

First Name

Beshoy

Last Name

Nady

MiddleName

-

Affiliation

Civil Eng. Dept., Faculty of Engineering, Assuit University, Assuit, Egypt

Email

-

City

-

Orcid

-

Volume

1

Article Issue

1

Related Issue

22871

Issue Date

2021-03-01

Receive Date

2021-03-12

Publish Date

2021-03-01

Page Start

85

Page End

95

Print ISSN

2735-5888

Online ISSN

2735-5896

Link

https://sej.journals.ekb.eg/article_155942.html

Detail API

https://sej.journals.ekb.eg/service?article_code=155942

Order

8

Type

Original research articles

Type Code

1,763

Publication Type

Journal

Publication Title

Sohag Engineering Journal

Publication Link

https://sej.journals.ekb.eg/

MainTitle

-

Details

Type

Article

Created At

23 Jan 2023