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[A method of object detection for remote sensing-imagery based on spectral space transformation]
Gui-Ping Wu1, Peng-Feng Xiao, Xue-Zhi Feng
1Nanjing Institute of Geography & Limnology, Chinese Acadmy of Sciences, Nanjing, China. gpwu@niglas.ac.cn
Guang Pu Xue Yu Guang Pu Fen Xi = Guang Pu
|May 28, 2013
Summary
This study introduces a new remote sensing object detection method using spectral space transformation. The algorithm enhances detection accuracy by analyzing image frequency domains.
Area of Science:
- Remote Sensing
- Image Processing
- Signal Analysis
Context:
- Object detection is crucial for remote sensing applications.
- Traditional methods face challenges with remotely sensed imagery characteristics.
Purpose:
- To propose a novel object detection algorithm for remote sensing images.
- To leverage spectral space transformation for improved feature analysis.
Summary:
- The algorithm transforms spatial domain images to the frequency domain using Fourier transformation.
- It decomposes signals into frequency spectrum zones using wedge-shaped samples and overlay analysis.
- Object features are detected using Gabor filters with direction and frequency selectivity.
Impact:
- The proposed algorithm demonstrates superior performance in object detection.
- It exhibits effective detection capabilities, particularly for objects with specific directional features.
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