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[ACM Press the 2018 International Conference - Tianjin, China (2018.09.19-2018.09.21)] Proceedings of the 2018 International Conference on Electronics and Electrical Engineering Technology - EEET '18 - An Exploratory Analysis of Speckle Noise Removal Methods for Satellite Images

DOI:10.1145/3277453.3277484 出版年份:2018 更新时间:2025-09-23 15:23:52
摘要: image processing procedure, Satellite images captured in a variety of modalities serve as the primary source for many applications. Satellite image processing extracts the image /spectral information represented in the form of pixels, classifies those pixels based on the similarity measures and further analyzes the inherent data, as per the requirements. The foremost objective of satellite processing is to automatically categorize the pixels in an image into the respective land cover class labels or themes. These pixels are classified by its spectral information and it is determined by the relative reflectance in various bands of wavelength. The accuracy and outcomes of any satellite the application domain, directly depends on its quality. Satellite images are invariably degraded by speckle noise. Hence, preprocessing the images for speckle noise suppression and/or cloud removal is deemed an inevitable component in satellite image processing. Researchers have proposed a spectrum of methods for speckle noise/cloud removal. A detailed review on the significant research publications on speckle noise removal are summarized in this article. The consolidation of methodology merits and demerits of the select research articles are presented in this paper. This review article on speckle noise removal is designed as a ready-reference for those researchers working in satellite image processing. irrespective of
作者: A. Shanthasheela,P. Shanmugavadivu
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To provide a detailed review and comparison of speckle noise removal methods for satellite images, summarizing the merits and demerits of various techniques to serve as a reference for researchers in satellite image processing.

Speckle noise is a significant issue in satellite images, and various filters and methods have been developed for its removal, with many based on Frost, Lee, and Wiener filters. The effectiveness of noise filters depends on the type of noise and the image characteristics. This review serves as a comprehensive reference for researchers, highlighting the need for continued development of algorithms tailored to specific image features.

The review is limited to the selected 35 articles and may not cover all existing methods. It focuses on speckle noise and does not extensively address other types of noise or recent advancements beyond 2018. The analysis is based on published literature and lacks original experimental validation.

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