Vol. 92
Latest Volume
All Volumes
PIERL 119 [2024] PIERL 118 [2024] PIERL 117 [2024] PIERL 116 [2024] PIERL 115 [2024] PIERL 114 [2023] PIERL 113 [2023] PIERL 112 [2023] PIERL 111 [2023] PIERL 110 [2023] PIERL 109 [2023] PIERL 108 [2023] PIERL 107 [2022] PIERL 106 [2022] PIERL 105 [2022] PIERL 104 [2022] PIERL 103 [2022] PIERL 102 [2022] PIERL 101 [2021] PIERL 100 [2021] PIERL 99 [2021] PIERL 98 [2021] PIERL 97 [2021] PIERL 96 [2021] PIERL 95 [2021] PIERL 94 [2020] PIERL 93 [2020] PIERL 92 [2020] PIERL 91 [2020] PIERL 90 [2020] PIERL 89 [2020] PIERL 88 [2020] PIERL 87 [2019] PIERL 86 [2019] PIERL 85 [2019] PIERL 84 [2019] PIERL 83 [2019] PIERL 82 [2019] PIERL 81 [2019] PIERL 80 [2018] PIERL 79 [2018] PIERL 78 [2018] PIERL 77 [2018] PIERL 76 [2018] PIERL 75 [2018] PIERL 74 [2018] PIERL 73 [2018] PIERL 72 [2018] PIERL 71 [2017] PIERL 70 [2017] PIERL 69 [2017] PIERL 68 [2017] PIERL 67 [2017] PIERL 66 [2017] PIERL 65 [2017] PIERL 64 [2016] PIERL 63 [2016] PIERL 62 [2016] PIERL 61 [2016] PIERL 60 [2016] PIERL 59 [2016] PIERL 58 [2016] PIERL 57 [2015] PIERL 56 [2015] PIERL 55 [2015] PIERL 54 [2015] PIERL 53 [2015] PIERL 52 [2015] PIERL 51 [2015] PIERL 50 [2014] PIERL 49 [2014] PIERL 48 [2014] PIERL 47 [2014] PIERL 46 [2014] PIERL 45 [2014] PIERL 44 [2014] PIERL 43 [2013] PIERL 42 [2013] PIERL 41 [2013] PIERL 40 [2013] PIERL 39 [2013] PIERL 38 [2013] PIERL 37 [2013] PIERL 36 [2013] PIERL 35 [2012] PIERL 34 [2012] PIERL 33 [2012] PIERL 32 [2012] PIERL 31 [2012] PIERL 30 [2012] PIERL 29 [2012] PIERL 28 [2012] PIERL 27 [2011] PIERL 26 [2011] PIERL 25 [2011] PIERL 24 [2011] PIERL 23 [2011] PIERL 22 [2011] PIERL 21 [2011] PIERL 20 [2011] PIERL 19 [2010] PIERL 18 [2010] PIERL 17 [2010] PIERL 16 [2010] PIERL 15 [2010] PIERL 14 [2010] PIERL 13 [2010] PIERL 12 [2009] PIERL 11 [2009] PIERL 10 [2009] PIERL 9 [2009] PIERL 8 [2009] PIERL 7 [2009] PIERL 6 [2009] PIERL 5 [2008] PIERL 4 [2008] PIERL 3 [2008] PIERL 2 [2008] PIERL 1 [2008]
2020-06-17
A Novel Method for Ship Detection in SAR Images Based on Information Geometric Optimization
By
Progress In Electromagnetics Research Letters, Vol. 92, 55-60, 2020
Abstract
The aim of this letter is to provide a novel method connecting statistical optimization and information geometry for ship detection in synthetic aperture radar (SAR) imagery. The method consists of two steps: initial detection and iterative optimization. For the first stage, the Weibull clutter model is used for initial detection. For the second step, the metric tensor of the Weibull distribution manifold is constructed for iterative optimization. Experiments show that the proposed method is effective in reducing false alarms and obtains a satisfactory detection performance.
Citation
Chenchen Yi, and Meng Yang, "A Novel Method for Ship Detection in SAR Images Based on Information Geometric Optimization," Progress In Electromagnetics Research Letters, Vol. 92, 55-60, 2020.
doi:10.2528/PIERL20021203
References

1. Lin, Z., K. Ji, X. Leng, and G. Kuang, "Squeeze and excitation rank faster R-CNN for ship detection in SAR images," IEEE Geosci. Remote Sens. Lett., Vol. 16, No. 5, 751-755, 2019.
doi:10.1109/LGRS.2018.2882551

2. Gao, G., Characterization of SAR Clutter and Its Applications to Land and Ocean Observations, Springer, Singapore, 2019.
doi:10.1007/978-981-13-1020-1

3. Yang, M. and G. Zhang, "A novel ship detection method for SAR images based on nonlinear diffusion filtering and Gaussian curvature," Remote Sens. Lett., Vol. 7, No. 3, 211-219, 2016.
doi:10.1080/2150704X.2015.1126374

4. Arwini, K. A. and C. T. J. Dodson, Information Geometry --- Near Randomness and Near Independence, Springer-Verlag, Berlin, Heidelberg, Germany, 2008.

5. Cao, L., H. Sun, and X. Wang, "The geometric structures of the Weibull distribution manifold and the generalized exponential distribution manifold," Tamkang J. Math., Vol. 39, No. 1, 45-51, 2008.
doi:10.5556/j.tkjm.39.2008.44

6. Forbes, C., M. Evans, N. Hastings, and B. Peacock, Statistical Distributions, John Weiley & Sons, New Jersey, USA, 2011.

7. Gao, G., S. Gao, J. He, and G. Li, "Ship detection using compact polarimetric SAR based on the notch filter," IEEE Trans. Geosci. Remote Sens., Vol. 56, No. 9, 5380-5393, 2018.
doi:10.1109/TGRS.2018.2815582

8. Yang, M. and C. Guo, "Ship detection in SAR images based on lognormal ρ-metric," IEEE Geosci. Remote Sens. Lett., Vol. 15, No. 9, 1372-1376, 2018.
doi:10.1109/LGRS.2018.2838043