Infrared and Laser Engineering, Volume. 49, Issue 5, 20201010(2020)
An improved Capsule and its application in target recognition of SAR images
[1] 杨楠, Nan Yang, 南琳, Lin Nan, 张丁一, Dingyi Zhang. Research on image interpretation based on deep learning. Infrared and Laser Engineering, 47, 0203002(2018).
[2] [2] Cohen T, Welling M. Group equivariant convolutional wks[C] International Conference on Machine Learning. 2016: 29902999.
[3] [3] Cohen T S, Geiger M, Köhler J, et al. Spherical cnns[J]. arXiv preprint arXiv: 1801.10130, 2018.
[4] S Sabour, N Frosst, G E Hinton. Dynamic routing between Capsules. Computer Vision and Pattern Recognition, arXiv: 1710.09829, 1-11(2017).
[5] [5] Sabour S, Frosst N, Hinton G. Matrix capsules with EM routing[C]6th International Conference on Learning Representations, ICLR. 2018: 115.
[6] [6] Hinton G E, Krizhevsky A, Wang S D. Transfming autoencoders[C]International Conference on Artificial Neural wks. Berlin, Heidelberg: Springer, 2011: 4451.
[8] J Ding, B Chen, H Liu. Convolutional neural network with data augmentation for SAR target recognition. IEEE Geoscience and Remote Sensing Letters, 364-368(2016133).
[9] [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.
[12] [12] Eric R K, James H S, Thomas M J, et al. Principles of Neural Science [M]. 5th ed. Beijing: China Machine Press, 2013.
[14] Y Sun, Z Liu, S Todorovic. Adaptive boosting for SAR automatic target recognition. IEEE Transactions on Aerospace & Electronic Systems, 43, 112-125(2007).
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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
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Received: Jan. 5, 2020
Accepted: Feb. 8, 2020
Published Online: Sep. 22, 2020
The Author Email: Panpan Zhang (zhangpanpan@sia.cn)