Title :
Distributed targets detection based on local spectral histograms and agents
Author :
Hu, Xichi ; Zhu, Minhui
Author_Institution :
Nat. Key Lab. of Microwave Imaging Technol., Chinese Acad. of Sci., Beijing, China
Abstract :
To detect the distributed targets in SAR images of the sea, an algorithm based on local spectral histograms (LSH) and agents is proposed. The filter banks consist of the intensity filter and 36 Gaussian derivative filters at 6 orientations and 3 scales. After picking out the background images of the sea, the distribution of the difference value based on LSH is obtained. Given a probability, a threshold is achieved which will be used in judging behavior of the agent. Then an agent system is proposed, and a group of behaviors are introduced, including judging, moving, communicating, breeding, inheriting and dying behaviors. So the detection could be performed through the evolution of the agents. Several examples show that our algorithm is effective for different distributed targets.
Keywords :
geophysical image processing; remote sensing by radar; software agents; synthetic aperture radar; Gaussian derivative filters; SAR images; agent system; breeding behavior; communicating behavior; distributed target detection; dying behavior; filter banks; inheriting behavior; internal waves; judging behavior; local spectral histograms; moving behavior; oil slicks; sea surface; ship wakes; Filter bank; Histograms; Image processing; Image segmentation; Laboratories; Marine vehicles; Object detection; Petroleum; Sea surface; Wavelet transforms; SAR image; agent; distributed targets; local spectral histograms; sea surface;
Conference_Titel :
Geoscience and Remote Sensing Symposium,2009 IEEE International,IGARSS 2009
Conference_Location :
Cape Town
Print_ISBN :
978-1-4244-3394-0
Electronic_ISBN :
978-1-4244-3395-7
DOI :
10.1109/IGARSS.2009.5417843