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Multitemporal SAR Image Despeckling Based on a Scattering Covariance Matrix of Image Patch
Xiaoshuang Ma1,2, Penghai Wu3,4
1Department of Resources and Environmental Engineering, Anhui University, Hefei 230601, China. mxs.88@whu.edu.cn.
This study introduces a new method to remove noise from synthetic aperture radar (SAR) images using scattering covariance matrices. The technique effectively suppresses speckle while preserving image details in multitemporal SAR data.
Area of Science:
- Remote Sensing
- Signal Processing
Background:
- Synthetic Aperture Radar (SAR) images are prone to speckle noise, which degrades image quality and hinders analysis.
- Multitemporal SAR data offers enhanced information but requires robust methods to handle speckle across different time phases.
Purpose of the Study:
- To develop an advanced despeckling method for multitemporal SAR images.
- To effectively utilize both amplitude and phase information within image patches for noise reduction.
Main Methods:
- A novel filtering framework processing image patches using scattering covariance matrices.
- Incorporation of nonlocal weighted averaging, adaptive temporal filtering, and guided filtering.
- An aggregation step to resolve multiple estimations for each pixel.
Main Results:
- The proposed method demonstrates significant speckle suppression in simulated and real multitemporal SAR datasets.
- The technique successfully retains fine details and structural information within the images.
- Comparative analysis shows superior performance over existing single-temporal and multitemporal SAR despeckling methods.
Conclusions:
- The developed method offers a powerful solution for despeckling multitemporal SAR images.
- It provides a good balance between noise reduction and detail preservation.
- The approach is effective for various SAR imaging applications requiring high-quality data.
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