Satellite image classification using KL-transformation and modified vector quantization

Other Title(s)

تصنيف صور الاقمار الصناعية باستخدام تحويل (KL)‎ و (Modifide Vector Quntization)‎

Joint Authors

al-Abbudi, Bushra Qasim
Ismail, Rafah Rashid

Source

Iraqi Journal of Science

Issue

Vol. 57, Issue (sB) (31 Dec. 2016), pp.428-440, 13 p.

Publisher

University of Baghdad College of Science

Publication Date

2016-12-31

Country of Publication

Iraq

No. of Pages

13

Main Subjects

Astronomy

Topics

Abstract EN

In this work, satellite images classification for Al Chabaish marshes and the area surrounding district in (Dhi Qar) province for years 1990,2000 and 2015 using two software programming (MATLAB 7.11 and ERDAS imagine 2014) is presented.

Proposed supervised classification method (Modified Vector Quantization) using MATLAB software and supervised classification method (Maximum likelihood Classifier) using ERDAS imagine have been used, in order to get most accurate results and compare these methods.

The changes that taken place in year 2000 comparing with 1990 and in year 2015 comparing with 2000 are calculated.

The results from classification indicated that water and vegetation are decreased, while barren land, alluvial soil and shallow water are increased for year 2000 comparing with 1990.

Water, vegetation and barren land are increased, while alluvial soil and shallow water decreased for years 2015 comparing with 2000.

The classification accuracy for the proposed method (MVQ) is 90.1%, 90.9% and 90.2% for years 1990, 2000 and 2015, respectively.

American Psychological Association (APA)

Ismail, Rafah Rashid& al-Abbudi, Bushra Qasim. 2016. Satellite image classification using KL-transformation and modified vector quantization. Iraqi Journal of Science،Vol. 57, no. (sB), pp.428-440.
https://search.emarefa.net/detail/BIM-762602

Modern Language Association (MLA)

Ismail, Rafah Rashid& al-Abbudi, Bushra Qasim. Satellite image classification using KL-transformation and modified vector quantization. Iraqi Journal of Science Vol. 57, no. (sB) (2016), pp.428-440.
https://search.emarefa.net/detail/BIM-762602

American Medical Association (AMA)

Ismail, Rafah Rashid& al-Abbudi, Bushra Qasim. Satellite image classification using KL-transformation and modified vector quantization. Iraqi Journal of Science. 2016. Vol. 57, no. (sB), pp.428-440.
https://search.emarefa.net/detail/BIM-762602

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references : p. 439-440

Record ID

BIM-762602