Ship Classification with High Resolution TerraSAR-X Imagery Based on Analytic Hierarchy Process

المؤلفون المشاركون

Xing, Xiangwei
Zou, Huanxin
Ji, Kefeng
Zhao, Zhi
Chen, Wenting

المصدر

International Journal of Antennas and Propagation

العدد

المجلد 2013، العدد 2013 (31 ديسمبر/كانون الأول 2013)، ص ص. 1-13، 13ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2013-12-10

دولة النشر

مصر

عدد الصفحات

13

التخصصات الرئيسية

هندسة كهربائية

الملخص EN

Ship surveillance using space-borne synthetic aperture radar (SAR), taking advantages of high resolution over wide swaths and all-weather working capability, has attracted worldwide attention.

Recent activity in this field has concentrated mainly on the study of ship detection, but the classification is largely still open.

In this paper, we propose a novel ship classification scheme based on analytic hierarchy process (AHP) in order to achieve better performance.

The main idea is to apply AHP on both feature selection and classification decision.

On one hand, the AHP based feature selection constructs a selection decision problem based on several feature evaluation measures (e.g., discriminability, stability, and information measure) and provides objective criteria to make comprehensive decisions for their combinations quantitatively.

On the other hand, we take the selected feature sets as the input of KNN classifiers and fuse the multiple classification results based on AHP, in which the feature sets’ confidence is taken into account when the AHP based classification decision is made.

We analyze the proposed classification scheme and demonstrate its results on a ship dataset that comes from TerraSAR-X SAR images.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Zhao, Zhi& Ji, Kefeng& Xing, Xiangwei& Chen, Wenting& Zou, Huanxin. 2013. Ship Classification with High Resolution TerraSAR-X Imagery Based on Analytic Hierarchy Process. International Journal of Antennas and Propagation،Vol. 2013, no. 2013, pp.1-13.
https://search.emarefa.net/detail/BIM-491529

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Zhao, Zhi…[et al.]. Ship Classification with High Resolution TerraSAR-X Imagery Based on Analytic Hierarchy Process. International Journal of Antennas and Propagation No. 2013 (2013), pp.1-13.
https://search.emarefa.net/detail/BIM-491529

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Zhao, Zhi& Ji, Kefeng& Xing, Xiangwei& Chen, Wenting& Zou, Huanxin. Ship Classification with High Resolution TerraSAR-X Imagery Based on Analytic Hierarchy Process. International Journal of Antennas and Propagation. 2013. Vol. 2013, no. 2013, pp.1-13.
https://search.emarefa.net/detail/BIM-491529

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-491529