研究目的
To evaluate the performance of various speckle filters (Lee, refined Lee, Lee–Sigma, and improved Lee–Sigma) in suppressing speckle noise from polarimetric SAR data.
研究成果
The improved Lee–Sigma filter exhibited superior performance in preserving point targets, spatial resolution, and spatial features compared to other filters. It also showed satisfactory preservation of polarimetric properties and computational efficiency.
研究不足
The study focused on local statistics-based filters and did not compare them with other types of speckle suppression techniques. The evaluation was limited to RADARSAT-2 C-band data for a specific region.
1:Experimental Design and Method Selection:
The study employed local statistics-based speckle filters (Lee, refined Lee, Lee–Sigma, and improved Lee–Sigma) on fully polarimetric RADARSAT-2 C-band data for the Mumbai region.
2:Sample Selection and Data Sources:
A spaceborne dataset of RADARSAT-2 C-band fully polarimetric data for the Mumbai region, India, was utilized.
3:List of Experimental Equipment and Materials:
RADARSAT-2 sensor data.
4:Experimental Procedures and Operational Workflow:
The filters were applied to the data, and their performance was evaluated visually and quantitatively using parameters like EPI, SD/M, bias, SSI, TCR, and the mean and standard deviation of the ratio image.
5:Data Analysis Methods:
Quantitative comparison of the filters was conducted using the aforementioned parameters.
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