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Infrared dim small target detection with high reliability using saliency map fusion
- Source :
- IET Image Processing. 10:524-533
- Publication Year :
- 2016
- Publisher :
- Institution of Engineering and Technology (IET), 2016.
-
Abstract
- Detection of dim small targets in infrared (IR) images with high reliability is very important in defence systems. In this study, a new method is introduced based on human visual system and saliency maps fusion to detect the small target in IR images with high reliability. By using the static and motion saliency maps fusion, emphasizing the obtained saliencies from one method to another and applying the information and benefits of all maps in the saliency map fusion, this method suppresses the background clutter and noise with high reliability, makes the target more prominent and finally increases the contrast among them. The experiments are carried out on some real-life data of IR images containing the moving target. The obtained results show the efficiency and robustness of the proposed method so that this method improves the target signal to the background noise and clutter and increases the contrast between them and also detects the small target in IR images with low false alarm rates and high reliability.
- Subjects :
- Image fusion
Computer science
business.industry
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
0211 other engineering and technologies
02 engineering and technology
01 natural sciences
Object detection
010309 optics
Background noise
0103 physical sciences
Signal Processing
Human visual system model
Clutter
Computer vision
Computer Vision and Pattern Recognition
Noise (video)
False alarm
Artificial intelligence
Electrical and Electronic Engineering
business
Software
Reliability (statistics)
021101 geological & geomatics engineering
Subjects
Details
- ISSN :
- 17519667
- Volume :
- 10
- Database :
- OpenAIRE
- Journal :
- IET Image Processing
- Accession number :
- edsair.doi...........b1ad732c0555bbfb67a2f0ffcf0a1abf
- Full Text :
- https://doi.org/10.1049/iet-ipr.2015.0744