Laser & Optoelectronics Progress, Volume. 62, Issue 12, 1228005(2025)

Robust Semantic Segmentation Model for Greenhouses Based on Remote Sensing Feature Optimization

Guolong Li, Zhen Zhang*, Jing Ding, Wanli Wang, Heling Sun, and Chao Deng
Author Affiliations
  • School of Geomatics, Anhui University of Science and Technology, Huainan 232001, Anhui , China
  • show less
    References(46)

    [2] Yang Y, Yang G J, Long H L et al. Multi-modal recognition method for non-grain cropland using remote sensing time series[J]. Transactions of the Chinese Society of Agricultural Engineering, 40, 283-294(2024).

    [12] Zheng W H, Wang R H, Cao Y X et al. Remote sensing recognition of plastic-film-mulched farmlands on loess plateau based on Google Earth Engine[J]. Transactions of the Chinese Society for Agricultural Machinery, 53, 224-234(2022).

    [13] Wu S W, Fang J L, Zhu D M. Semantic segmentation of remote sensing imagery based on improved squeeze and excitaion block[J]. Laser & Optoelectronics Progress, 61, 1228002(2024).

    [18] Li H K, Wang J, Zhou Y B et al. Extraction of camellia oleifera planting areas in southern hilly area by combining multi-features of time-series Sentinel data[J]. Transactions of the Chinese Society for Agricultural Machinery, 55, 241-251(2024).

    [22] Guyot G, Frederic B, Major D. High spectral resolution: Determination of spectral shifts between the red and the near infrared[J]. International Archives of Photogrammetry and Remote Sensing, 11, 750-760(1988).

    [31] Geng X Z, Jing L I, Tao L I et al. Utilizing Landsat TM Imagery to Map Greenhouses in Qingzhou, Shandong Province, China[J]. Pedosphere, 14, 363-369(2004).

    [34] Liu Y, Guo H T, Lu J et al. Remote sensing image change detection method based on adaptive boundary sensing[J]. Acta Optica Sinica, 44, 1828001(2024).

    [41] Zhang D J, Yan W, Chen Z J et al. GF-1 data-based extraction of land cover of complex areas[J]. Journal of Southwest University (Natural Science Edition), 43, 172-185(2021).

    [43] Zhang D Y, Yang Y Y, Huang L S et al. Extraction of soybean planting areas combining Sentinel-2 images and optimized feature model[J]. Transactions of the Chinese Society of Agricultural Engineering, 37, 110-119(2021).

    Tools

    Get Citation

    Copy Citation Text

    Guolong Li, Zhen Zhang, Jing Ding, Wanli Wang, Heling Sun, Chao Deng. Robust Semantic Segmentation Model for Greenhouses Based on Remote Sensing Feature Optimization[J]. Laser & Optoelectronics Progress, 2025, 62(12): 1228005

    Download Citation

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

    Category: Remote Sensing and Sensors

    Received: Sep. 2, 2024

    Accepted: Jan. 2, 2025

    Published Online: Jun. 25, 2025

    The Author Email: Zhen Zhang (zhangzhen@aust.edu.cn)

    DOI:10.3788/LOP241938

    CSTR:32186.14.LOP241938

    Topics