دورية أكاديمية

Change Target Extraction Based on Scale-Adaptive Difference Image and Morphology Filter for KOMPSAT-5

التفاصيل البيبلوغرافية
العنوان: Change Target Extraction Based on Scale-Adaptive Difference Image and Morphology Filter for KOMPSAT-5
المؤلفون: Yeonju Choi, Dochul Yang, Sanghyuck Han, Jaeung Han
المصدر: Remote Sensing, Vol 14, Iss 2, p 245 (2022)
بيانات النشر: MDPI AG, 2022.
سنة النشر: 2022
المجموعة: LCC:Science
مصطلحات موضوعية: synthetic aperture radar (SAR), change detection, target extraction, KOMPSAT-5, shape index, difference image, Science
الوصف: Multitemporal synthetic aperture radar (SAR) images have been widely used for change detection and monitoring of the environment owing to their competency under all weather conditions. However, owing to speckle backgrounds and strong reflections, change detection in urban areas is challenging. In this study, to automatically extract changed objects, we developed a model that integrated change detection and object extraction in multiple Korean Multi-Purpose Satellite-5 (KOMPSAT-5) images. Initially, two arbitrary L1A-level SAR images were input into the proposed model, and after pre-processing, such as radio calibration and coordinate system processing, change detection was performed. Subsequently, the desired targets were automatically extracted from the change detection results. Finally, the model obtained images of the extraction targets and metadata, such as date and location. Noise was removed by applying scale-adaptive modification to the generated difference image during the change detection process, and the detection accuracy was improved by emphasizing the occurrence of the change. After polygonizing the pixel groups of the change detection map in the target extraction process, the morphology-based object filtering technique was applied to minimize the false detection rate. As a result of the proposed approach, the changed objects in the KOMPSAT-5 images were automatically extracted with 90% accuracy.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2072-4292
Relation: https://www.mdpi.com/2072-4292/14/2/245; https://doaj.org/toc/2072-4292
DOI: 10.3390/rs14020245
URL الوصول: https://doaj.org/article/531c58bd792946ffb6379271fe236278
رقم الأكسشن: edsdoj.531c58bd792946ffb6379271fe236278
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:20724292
DOI:10.3390/rs14020245