研究目的
To improve ship detection in polarimetric SAR (PolSAR) data by distinguishing ships from azimuth ambiguities using cross-correlation between volume and helix scattering mechanisms derived from Yamaguchi decomposition.
研究成果
The proposed method effectively distinguishes ships from azimuth ambiguities and enhances target-to-clutter ratio, improving the detection accuracy of small ships. It is suitable for various PolSAR data formats.
研究不足
The method may produce false alarms caused by ship wakes with much different scattering mechanisms from sea clutter. Future research will focus on minimizing these impacts.
1:Experimental Design and Method Selection:
The study utilizes Yamaguchi decomposition for PolSAR data to extract four scattering components. A new ship detection method based on cross-correlation between volume and helix scattering mechanisms is proposed.
2:Sample Selection and Data Sources:
A nine-look NASA/JPL AIRSAR polarimetric dataset acquired on 4 October 2000, covering an area of the inland sea named Kojimawan, close to Tamano City, Japan, is used.
3:List of Experimental Equipment and Materials:
NASA/JPL AIRSAR polarimetric dataset.
4:Experimental Procedures and Operational Workflow:
The method involves polarimetric target decomposition, calculation of coherence image using 2D-CF, and ship detection by thresholding the coherence image.
5:Data Analysis Methods:
The effectiveness of the method is validated by comparing detection results with other methods and analyzing target-to-clutter ratios.
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