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
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
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