Laser & Optoelectronics Progress, Volume. 57, Issue 24, 242804(2020)

Tree-Species Identification of Multisource Remote-Sensing Data using Improved 3D-CNN

Xusheng Li1, Donghua Chen2,3、*, Saisai Liu3, Naiming Zhang4, and Hu Li2、*
Author Affiliations
  • 1College of Grassland and Environment Sciences, Xinjiang Agricultural University, Urumqi, Xinjiang 830052, China
  • 2School of Geography and Tourism, Anhui Normal University, Wuhu, Anhui 241000, China
  • 3College of Computer and Information Engineering, Chuzhou University, Chuzhou, Anhui 239000, China
  • 4College of Geography and Tourism, Xinjiang Normal University, Urumqi, Xinjiang 830001, China
  • show less
    References(14)

    [1] Cohen W B, Yang Z Q, Healey S P et al. A LandTrendr multispectral ensemble for forest disturbance detection[J]. Remote Sensing of Environment, 205, 131-140(2018).

    [2] Clark M L, Roberts D A, Clark D B. Hyperspectral discrimination of tropical rain forest tree species at leaf to crown scales[J]. Remote Sensing of Environment, 96, 375-398(2005).

    [3] Wang Z W, Sun J J, Yu Z Y et al. Review of remote sensing image classification based on support vector machine[J]. Computer Science, 43, 11-17,31(2016).

    [4] Zheng Y, Chen Q Q, Zhang Y J[J]. Deep learning and its new progress in object and behavior recognition Journal of Image and Graphics, 2014, 175-184.

    [5] Hu W, Huang Y Y, Wei L et al[J]. Deep convolutional neural networks for hyperspectral image classification Journal of Sensors, 2015, 258619.

    [6] Chen W X, Picard R W. Predicting perceived emotions in animated GIFs with 3D convolutional neural networks[C]∥2016 IEEE International Symposium on Multimedia (ISM), December 11-13, 2016, San Jose, CA, USA., 367-368(2016).

    [10] 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).

    [11] Liu J W, Liu Y, Luo X L. Research and development on deep learning[J]. Application Research of Computers, 31, 1921-1930,1942(2014).

    [12] Wang X P. Protection and utilization of medicinal plant resources in Huangfu mountain nature reserve[J]. Chinese Traditional and Herbal Drugs, 32, 669-670(2001).

    [13] Fan B, Chen X, Li B C et al. Technical innovation of optical remote sensing payloads onboard GF-5 satellite[J]. Infrared and Laser Engineering, 46, 8-14(2017).

    Tools

    Get Citation

    Copy Citation Text

    Xusheng Li, Donghua Chen, Saisai Liu, Naiming Zhang, Hu Li. Tree-Species Identification of Multisource Remote-Sensing Data using Improved 3D-CNN[J]. Laser & Optoelectronics Progress, 2020, 57(24): 242804

    Download Citation

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

    Category: Remote Sensing and Sensors

    Received: Apr. 23, 2020

    Accepted: May. 29, 2020

    Published Online: Nov. 25, 2020

    The Author Email: Donghua Chen (lihu2881@aliyun.com), Hu Li (lihu2881@aliyun.com)

    DOI:10.3788/LOP57.242804

    Topics