Acta Optica Sinica, Volume. 41, Issue 16, 1611004(2021)

Polarimetric Imaging Target Classification Method Based on Attention Mechanism

Rui Sun1,2,3, Xiaobing Sun1,3、*, Xiao Liu1,3, and Qiang Song1,2,3
Author Affiliations
  • 1Anhui Institute of Optics and Fine Mechanics, Hefei Institutes of Physical Science, Chinese Academy of Sciences, Hefei, Anhui 230031, China
  • 2University of Science and Technology of China, Hefei, Anhui 230026, China
  • 3Key Laboratory of Optical Calibration and Characterization, Chinese Academy of Sciences, Hefei, Anhui 230031, China
  • show less
    References(23)

    [1] Chenault D B, Pezzaniti J L. Polarization imaging through scattering media[J]. Proceedings of SPIE, 4133, 124-133(2000).

    [2] Sadjadi F A. Chun C S L. Automatic detection of small objects from their infrared state-of-polarization vectors[J]. Optics Letters, 28, 531-533(2003).

    [3] Thilak V, Creusere C D, Voelz D G. Material classification using passive polarimetric imagery[C]∥2007 IEEE International Conference on Image Processing, September 16-October 19, 2007, San Antonio, TX, USA..

    [4] Hyde IV M W, Schmidt J D, Havrilla M J. A geometrical optics polarimetric bidirectional reflectance distribution function for dielectric and metallic surfaces[J]. Optics Express, 17, 22138-22153(2009).

    [5] Feng W W, Wei Q N, Wang S M et al. A hybrid model of polarized BRDF for painted surfaces[J]. Acta Photonica Sinica, 38, 962-966(2009).

    [6] Chen C, Zhao Y Q, Luo L et al. Model and analysis of spectropolarimetric BRDF of painted target based on GA-LM method[J]. Spectroscopy and Spectral Analysis, 30, 729-734(2010).

    [7] Zhang J J, Fang Y H. Novel image fusion algorithm for multi-band polarimetric image based on visible light[J]. Acta Optica Sinica, 28, 1067-1072(2008).

    [8] Zhang J J, Fang Y H. Algorithm and evaluation for polarization image fusion based on edge information[J]. Opto-Electronic Engineering, 34, 78-81, 87(2007).

    [9] Romano J M, Rosario D S. Morphological operators for enhanced polarimetric image target detection[J]. Proceedings of SPIE, 9613, 96130R(2015).

    [10] Krizhevsky A, Sutskever I, Hinton G E. ImageNet classification with deep convolutional neural networks[J]. Communications of the ACM, 60, 84-90(2017).

    [11] Simonyan K. -09-04)[2020-01-15]. https:∥arxiv., org/abs/1409, 1556(2014).

    [12] He K M, Zhang X Y, Ren S Q et al. Deep residual learning for image recognition[C]∥2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 27-30, 2016, Las Vegas, NV, USA., 770-778(2016).

    [13] Köse S K, Ergünay S, Ott B et al. Target detection with deep learning in polarimetric imaging[J]. Proceedings of SPIE, 10794, 107940O(2018).

    [14] Blin R, Ainouz S, Canu S et al. Adapted learning for polarization-based car detection[J]. Proceedings of SPIE, 11172, 1117218(2019).

    [15] Mnih V, Heess N, Graves A et al. -06-24)[2020-01-15]. https:∥arxiv., org/abs/1406, 6247(2014).

    [16] Wang F, Jiang M Q, Qian C et al. Residual attention network for image classification[C]∥2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), July 21-26, 2017, Honolulu, HI, USA., 6450-6458(2017).

    [17] Guan S H, Yang G, Lu S et al. Multi-objective optimization of hyperspectral band selection based on attention mechanism[J]. Acta Optica Sinica, 40, 2128002(2020).

    [18] Zhao B, Wang C P, Fu Q et al. Multi-scale infrared pedestrian detection based on deep attention mechanism[J]. Acta Optica Sinica, 40, 0504001(2020).

    [19] Cui Z J, An J S, Zhang Y F et al. Light-weight Siamese attention network object tracking for unmanned aerial vehicle[J]. Acta Optica Sinica, 40, 1915001(2020).

    [20] Ju M R, Luo J N, Wang Z B et al. Multi-scale target detection algorithm based on attention mechanism[J]. Acta Optica Sinica, 40, 1315002(2020).

    [21] Zeng H L, Zhang M W, Liu Z et al. Experiment of target detection based on polarization imaging using polarization parameter[J]. Opto-Electronic Engineering, 43, 22-26(2016).

    [22] Woo S, Park J, Lee J Y et al. CBAM: convolutional block attention module[M]. ∥Ferrari V, Hebert M, Sminchisescu C, et al. Computer vision-ECCV 2018. Lecture notes in computer science. Cham: Springer, 11211, 3-19(2018).

    [23] Ioffe S. -02-11)[2020-01-15]. https:∥arxiv., org/abs/1502, 03167(2015).

    Tools

    Get Citation

    Copy Citation Text

    Rui Sun, Xiaobing Sun, Xiao Liu, Qiang Song. Polarimetric Imaging Target Classification Method Based on Attention Mechanism[J]. Acta Optica Sinica, 2021, 41(16): 1611004

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Imaging Systems

    Received: Jan. 19, 2021

    Accepted: Mar. 18, 2021

    Published Online: Aug. 12, 2021

    The Author Email: Sun Xiaobing (xbsun@aiofm.ac.cn)

    DOI:10.3788/AOS202141.1611004

    Topics