Spectroscopy and Spectral Analysis, Volume. 45, Issue 9, 2666(2025)

A Multi-Layer Attention Convolutional Neural Network Model for Fine Classification of Hyperspectral Images in Rare Earth Mining Areas

FAN Xiao-yong1, LI Heng-kai1、*, LIU Kun-ming2, WANG Xiu-li3, YU Yang1, and LI Xiao-yu1
Author Affiliations
  • 1Jiangxi Provincial Key Laboratory of Water Ecological Conservation in Headwater Regions, Jiangxi University of Science and Technology, Ganzhou 341000, China
  • 2Geospatial Information Engineering Team, Jiangxi Provincial Geological Bureau, Nanchang 330000, China
  • 3School of Economics and Management, Jiangxi University of Science and Technology, Ganzhou 341000, China
  • show less
    References(18)

    [1] [1] Wang J L,Guo M Y,Liu M M,et al. Resources Policy,2020,65:101569.

    [3] [3] Zhang J Y,Li H K,Long B P,et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,2024,17:10726.

    [4] [4] Li Y S,Li H K,Pan J. Restoration Ecology,2023,32(2):e13994.

    [6] [6] Chen W,Li X,He H,et al. Remote Sensing,2018,10(1):15.

    [7] [7] Mao Z J,Yu H Y,Liang W,et al. Ecological Engineering,2024,207: 107304.

    [9] [9] Wu Z B,Li H K,Wang Y Q,et al. Expert Systems with Applications,2024,247:123233.

    [12] [12] Li C G,Li H K,Zhou Y B,et al. Sustainability,2024,16(9):3582.

    [14] [14] Zhou G D,Xu J H,Chen W T,et al. IEEE Transactions on Geoscience and Remote Sensing,2023,61:4401220.

    [17] [17] Hao S,Cui Y,Wang J. Sensors,2021,21(23):7935.

    [18] [18] Guo Q,Zhang J,Guo S J,et al. Remote Sensing,2022,14:3885.

    [20] [20] Drgut L,Tiede D,Levick S R. International Journal of Geographical Information Science,2010,24(6):859.

    [21] [21] Chao X W,Li Y. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,2022,15:8798.

    [22] [22] Pal M. International Journal of Remote Sensing,2005,26(1):217.

    [23] [23] Ye F,Zhou B. Sensors,2024,24: 4108.

    [24] [24] Balha A,Mallick J,Pandey S,et al. Earth Science Informatics,2021,14(4):2231.

    [25] [25] Zoleikani R,Valadan Zoej M J,Mokhtarzadeh M. Journal of the Indian Society of Remote Sensing,2017,45(1):25.

    [26] [26] Zhao J L,Wu K K,Zhang L,et al. Signal Processing,2025,230:109850.

    [27] [27] Paoletti M E,Haut J M,Plaza J,et al. ISPRS Journal of Photogrammetry and Remote Sensing,2019,158:279.

    Tools

    Get Citation

    Copy Citation Text

    FAN Xiao-yong, LI Heng-kai, LIU Kun-ming, WANG Xiu-li, YU Yang, LI Xiao-yu. A Multi-Layer Attention Convolutional Neural Network Model for Fine Classification of Hyperspectral Images in Rare Earth Mining Areas[J]. Spectroscopy and Spectral Analysis, 2025, 45(9): 2666

    Download Citation

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

    Received: Dec. 18, 2024

    Accepted: Sep. 19, 2025

    Published Online: Sep. 19, 2025

    The Author Email: LI Heng-kai (giskai@jxust.edu.cn)

    DOI:10.3964/j.issn.1000-0593(2025)09-2666-10

    Topics