Polarized multispectral image classification of typical ground objects based on neural network (Invited)

Ying Zhang; Heshen Li; Hao Wang; Junhua Sun; Xi Zhang; Huilan Liu; Yanhong Lv

doi:10.3788/IRLA20220249

[1] J S Tyo, D L Goldstein, D B Chenault, et al. Review of passive imaging polarimetry for remote sensing applications. Applied Optics, 45, 5453-5469(2006).

[2] H Tuo, G Shi, X Luo. Infrared polarization image fusion and detection system for ship target. Journal of Physics: Conference Series, 1802, 022070(2021).

[3] V A Krylov, G Moser, Bruno Serpico Sebastiano, et al. Supervised high-resolution dual-polarization SAR image classification by finite mixtures and copulas. IEEE Journal of Selected Topics in Signal Processing, 5, 554-566(2011).

[4] Fangbin Wang, Fan Sun, Darong Zhu, . Metal fatigue damage assessment based on polarized thermograph. Acta Optica Sinica, 40, 124-134(2020).

[5] Xia Wang, Jian'an Liang, Huabao Long, et al. Experimental study on long wave infrared polarization imaging of typical background and objectives. Infrared and Laser Engineering, 45, 0704002(2016).

[6] Qiangguo Zhou, Zhiming Huang, Wei Zhou. Research progress and application of polarization imaging technology. Infrared Technology, 43, 817-828(2021).

[7] Yanan Li, Xiaobing Sun, Yongna Mao, et al. Spectral polarization characteristic of space target. Infrared and Laser Engineering, 41, 205-210(2012).

[8] Ian Goodfellow, Yoshua Benjio, Aaron Courville. Deep Learning[M]. UK: MIT Press, 2017.

[9] Ergunay S, Wellig P, Leblebici Y, et al. Target detection with deep learning in polarimetric imaging[C]Target Background Signatures, 2018.

[10] Blin R, Ainouz S, Canu S, et al. Adapted learning f polarizationbased car detection[C]Fifteenth International Conference on Quality Control by Artificial Vision, 2019.

[11] Sun Rui. Polarimetric imaging target classification methods experiments based on convolutional neural wk[D]. Hefei: University of Science Technology of China, 2020. (in Chinese)

[12] Changjiu Yang, Shuang Li, Zhenwei Qiu, et al. Study on image registration of simultaneous imaging polarization system. Infrared and Laser Engineering, 42, 262-267(2013).

[13] Xuelian Yu, Qian Chen, Xiubao Sui, et al. Registration method of infrared images based on the optimal peak of phase-correlation criterion. Infrared and Laser Engineering, 42, 2589-2596(2013).

[14] D Kingma, B J Adam. A method for stochastic optimization. arXiv preprint arXiv, 1412, 6980(2014).

[15] Dongyan Zhang, Zhen Dai, Xingang Xu, et al. Crop classification of modern agricultural park based on time-series Sentinel-2 images. Infrared and Laser Engineering, 50, 20200318(2021).