红外与激光工程, 2020, 49 (5): 20201010, 网络出版: 2020-09-22   

一种改进的Capsule及其在SAR图像目标识别中的应用

An improved Capsule and its application in target recognition of SAR images
张盼盼 1,2,3,4,5,*罗海波 1,2,4,5鞠默然 1,2,3,4,5惠斌 1,2,4,5常铮 1,2,4,5
作者单位
1 中国科学院沈阳自动化研究所,辽宁 沈阳 110016
2 中国科学院机器人与智能制造创新研究院,辽宁 沈阳 110169
3 中国科学院大学,北京 100049
4 中国科学院光电信息处理重点实验室,辽宁 沈阳 110016
5 辽宁省图像理解与视觉计算重点实验室,辽宁 沈阳 110016
引用该论文

张盼盼, 罗海波, 鞠默然, 惠斌, 常铮. 一种改进的Capsule及其在SAR图像目标识别中的应用[J]. 红外与激光工程, 2020, 49(5): 20201010.

Zhang Panpan, Luo Haibo, Ju Moran, Hui Bin, Chang Zheng. An improved Capsule and its application in target recognition of SAR images[J]. Infrared and Laser Engineering, 2020, 49(5): 20201010.

参考文献

[1] 杨楠, Yang Nan, 南琳, Nan Lin, 张丁一, Zhang Dingyi. Research on image interpretation based on deep learning[J]. Infrared and Laser Engineering, 2018, 47(2): 0203002.

[2] Cohen T, Welling M. Group equivariant convolutional wks[C] International Conference on Machine Learning. 2016: 29902999.

[3] Cohen T S, Geiger M, Köhler J, et al. Spherical cnns[J]. arXiv preprint arXiv: 1801.10130, 2018.

[4] Sabour S, Frosst N, Hinton G E. Dynamic routing between Capsules[J]. Computer Vision and Pattern Recognition, 2017, arXiv: 1710.09829: 1-11.

[5] Sabour S, Frosst N, Hinton G. Matrix capsules with EM routing[C]6th International Conference on Learning Representations, ICLR. 2018: 115.

[6] Hinton G E, Krizhevsky A, Wang S D. Transfming autoencoders[C]International Conference on Artificial Neural wks. Berlin, Heidelberg: Springer, 2011: 4451.

[7] Srinivas U, Monga V, Raj R G. SAR automatic target recognition using discriminative graphical models[J]. IEEE Transactions on Aerospace and Electronic Systems, 2014, 50(1): 591-606.

[8] Ding J, Chen B, Liu H. Convolutional neural network with data augmentation for SAR target recognition[J]. IEEE Geoscience and Remote Sensing Letters, 2016133: 364-368.

[9] Mgan D A E. Deep convolutional neural wks f ATR from SAR imagery[C]Algithms f Synthetic Aperture Radar Imagery XXII. International Society f Optics Photonics, 2015, 9475: 94750F.

[10] O'Sullivan J A, DeVore M D, Kedia V. SAR ATR performance using a conditionally Gaussian model[J]. IEEE Transactions on Aerospace and Electronic Systems, 2001, 37(1): 91-108.

[11] Pei J, Huang Y, Huo W. SAR automatic target recognition based on multiview deep learning framework[J]. IEEE Transactions on Geoscience and Remote Sensing, 2018, 56(4): 2196-2210.

[12] Eric R K, James H S, Thomas M J, et al. Principles of Neural Science [M]. 5th ed. Beijing: China Machine Press, 2013.

[13] Zhao Q, Principe J C. Support vector machines for SAR automatic target recognition[J]. IEEE Transactions on Aerospace and Electronic Systems, 2001, 37(2): 643-654.

[14] Sun Y, Liu Z, Todorovic S. Adaptive boosting for SAR automatic target recognition[J]. IEEE Transactions on Aerospace & Electronic Systems, 2007, 43(1): 112-125.

张盼盼, 罗海波, 鞠默然, 惠斌, 常铮. 一种改进的Capsule及其在SAR图像目标识别中的应用[J]. 红外与激光工程, 2020, 49(5): 20201010. Zhang Panpan, Luo Haibo, Ju Moran, Hui Bin, Chang Zheng. An improved Capsule and its application in target recognition of SAR images[J]. Infrared and Laser Engineering, 2020, 49(5): 20201010.

本文已被 10 篇论文引用
被引统计数据来源于中国光学期刊网
引用该论文: TXT   |   EndNote

相关论文

加载中...

关于本站 Cookie 的使用提示

中国光学期刊网使用基于 cookie 的技术来更好地为您提供各项服务,点击此处了解我们的隐私策略。 如您需继续使用本网站,请您授权我们使用本地 cookie 来保存部分信息。
全站搜索
您最值得信赖的光电行业旗舰网络服务平台!