Gravitation-Based Bilateral Filtering of ALOS-2 PALSAR-2 Polarimetric Data

التفاصيل البيبلوغرافية
العنوان: Gravitation-Based Bilateral Filtering of ALOS-2 PALSAR-2 Polarimetric Data
المؤلفون: Soo Chin Liew, Leong Keong Kwoh, Ken Yoong Lee, Chen Guang Hou
المصدر: IGARSS
بيانات النشر: IEEE, 2021.
سنة النشر: 2021
مصطلحات موضوعية: Gravitation, Speckle pattern, Newton's law of universal gravitation, Pixel, Computer science, Polarimetry, Bilateral filter, Filter (signal processing), Algorithm, Test data
الوصف: Speckle filtering is often carried out to improve the interpretation of polarimetric synthetic aperture radar (PolSAR) data for terrain classification, retrieval of physical scattering properties etc. As inspired by Newton's law of universal gravitation, a force of attraction between two image pixels is formulated in polarimetric-spatial domain. It is directly proportional to polarimetric similarity but inversely proportional to spatial distance. By using the attractive force as a filtering weight, this paper presents another variant of bilateral filter, called gravitational filter, for speckle reduction in PolSAR data. The performance of the gravitational filter was examined with ALOS-2 PALSAR-2 polarimetric data. Four aspects of the filtering performance were investigated: 1) speckle reduction, 2) image feature retention, 3) polarimetric property preservation, and 4) computational efficiency. The experimental results confirmed the effectiveness of the gravitational filter in the first two aspects, which was archived at the cost of an increased computational load. Applying to the four-look ALOS-2 PALSAR-2 test data, a bias in radiometric estimation was observed and can be reduced by using only intensity components when computing the attractive force.
URL الوصول: https://explore.openaire.eu/search/publication?articleId=doi_________::d8ebc18738c7fc1982513cb845f41b1b
https://doi.org/10.1109/igarss47720.2021.9555040
حقوق: CLOSED
رقم الأكسشن: edsair.doi...........d8ebc18738c7fc1982513cb845f41b1b
قاعدة البيانات: OpenAIRE