|
|
Blind Restoration Method of Small Target Image Based on Region Fusion |
FENG Yuxin, ZHANG Dongdong, LI Xiaorun |
1. College of Electrical Engineering, Zhejiang University, Hangzhou 310027, Zhejiang, China;
2. Shanghai Academy of Spaceflight Technology, Shanghai 201109, China |
|
|
Abstract This paper has proposed a blind image restoration method using region fusion for estimating the point spread function to address the blur and noise in complex optical imaging conditions of hypersonic vehicles. Extracting the target region and fusing multiple regions can reduce the estimation error of the point spread function of small target images. Firstly, the boundary extension was utilized to resolve the overlap between the target and image boundary. Then, the estimation accuracy of the point spread function was optimized using multi-region weighted fusion and grayscale matching. After that, the effectiveness of the proposed method has been validated by simulations and real images. The results show that this method can effectively suppress background noise and concentrate the energy distribution of the target, thus improving the sharpness and saliency of small targets. This study provides the foundation for small target recognition and precision strikes of hypersonic vehicles.
|
Received: 07 September 2023
Published: 09 January 2024
|
|
|
|
|
[1] |
HOU Shujuan* (侯舒娟),ZHU Wenping (朱文萍),LI Hai (李海). Stagewise Training for Hybrid-Distorted Image Restoration[J]. J Shanghai Jiaotong Univ Sci, 2023, 28(6): 793-801. |
[2] |
REN Xuanguang (任炫光), PAN Han (潘汉), JING Zhongliang (敬忠良), GAO Lei (高磊). Multi-Image Restoration Method Combined with Total Generalized Variation and lp-Norm Regularizations[J]. Journal of Shanghai Jiao Tong University (Science), 2019, 24(5): 551-558. |
[3] |
MA Jin (马进), XUE Teng (薛腾), SHAO Quanquan (邵全全), HU Jie (胡洁), WANG Weiming (王伟明) . Research on Spatially Adaptive High-Order Total Variation Model for Weak Fluorescence Image Restoration[J]. Journal of Shanghai Jiao Tong University (Science), 2018, 23(Sup. 1): 1-7. |
[4] |
JIANG Ruyi,LIU Hongtao,HU Wen,LIANG Qinghua,WANG Shigang . Microassembly Force Measurement Using Blur Image Analysis [J]. Journal of Shanghai Jiaotong University, 2010, 44(08): 1046-1050. |
|
|
|
|