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14 February 2020 A new ground plane detection method based on continuous multi-frame images and hierarchical screening
Bin Zhou, Songzhi Jin, Yanxin Liu, Mengxi Hao, Hui Zhang
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Proceedings Volume 11430, MIPPR 2019: Pattern Recognition and Computer Vision; 1143021 (2020) https://doi.org/10.1117/12.2541930
Event: Eleventh International Symposium on Multispectral Image Processing and Pattern Recognition (MIPPR2019), 2019, Wuhan, China
Abstract
Aircraft is a kind of valuable military equipment and transportation, so using target detection technology to detect ground aircraft in the optical remote sensing image has important research and application value. Although some achievements have been made in the relevant research, how to realize fast and effective ground aircraft target detection is still a challenging task because of the complex background of remote sensing image, large scale change and small imaging size, etc. Aiming at the application scenarios of multi-frame imaging, such as embedded detection and tracking system, this thesis proposes an aircraft target detection scheme based on hierarchical screening, which can improve the detection speed and reduce false alarm. Firstly, by analyzing the background characteristics, a target candidate region extraction method based on gray variance is adopted, and the acceleration is realized by integrating graph and shared computation. Then, the haar-like features are extracted in the candidate regions, which are then classified by the cascade AdaBoost classifier. Afterwards, a union-find-sets algorithm is used to merge the redundancy detection results and evaluate the confidence. Finally, the inter-frame correlation information is used to remove the false alarm. And we carried out experimental verification and proved the effectiveness of the algorithm.
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Bin Zhou, Songzhi Jin, Yanxin Liu, Mengxi Hao, and Hui Zhang "A new ground plane detection method based on continuous multi-frame images and hierarchical screening", Proc. SPIE 11430, MIPPR 2019: Pattern Recognition and Computer Vision, 1143021 (14 February 2020); https://doi.org/10.1117/12.2541930
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KEYWORDS
Target detection
Detection and tracking algorithms
Remote sensing
Feature extraction
Imaging systems
Image processing
Statistical analysis
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