Spacecraft Recovery & Remote Sensing, Volume. 45, Issue 6, 151(2024)

High-Resolution Remote Sensing Image Building Extraction Method Based on MFF-DeeplabV3+

Siyan LIU1,2, Chunyue WANG1,2, Lu FU1,2, and Ling LI1,2
Author Affiliations
  • 1Chang Guang Satellite Technology Co. Ltd., Changchun 130000, China
  • 2Key Laboratory of Satellite Remote Sensing Application Technology of Jilin Province, Changchun 130000, China
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    References(18)

    [4] [4] YUAN Q L, MOHD S HELMI Z. MultiModal Feature Fusion wk with Adaptive Center Point Detect f Building Instance Extraction[J]. Remote Sensing, 2022, 14(19): 4920. DOI: 10.3390rs14194920.

    [5] [5] ZHOU D J, WANG G Z, HE G J, et al. Robust Building Extraction f High Spatial Resolution Remote Sensing Images with SelfAttention wk[J]. Senss (Basel, Switzerl), 2020, 20(24): 7241. DOI: 10.3390s20247241.

    [7] [7] QIU Y, WU F, QIAN H Z, et al. AFL: Attentional Feature Learning wk f Building Extraction from Remote Sensing Images[J]. Remote Sensing, 2022, 15(1): 95. DOI: 10.3390rs15010095.

    [9] [9] LIU Man, FU Bolin, FAN Donglin, et al. Study on Transfer Learning Ability f Classifying Marsh Vegetation With Multisens Images Using DeepLabV3+ HR Deep Learning Algithms[J]. International Journal of Applied Earth Observation Geoinfmation, 2021, 103: 102531. DOI: 10.1016j.jag.2021.102531.

    [10] [10] FU J J, YI X M, WANG G Y, et al. Research on Ground Object Classification Method of High Resolution RemoteSensing Images Based on Improved DeeplabV3+[J]. Senss, 2022, 22(19): 7477. DOI: 10.3390s22197477.

    [11] [11] HAN J P, WANG Z H, WANG Y, et al. Building Extraction Algithm From Remote Sensing Images Based on Improved DeepLabv3+ wk[J]. Journal of Physics: Conference Series, 2022, 2303(1): 012010. DOI: 10.10881742659623031012010.

    [12] [12] CHEN S Y, WEI X Y, ZHENG W. ASADR: An Improved Deeplabv3+ Framewk f SAR Image Segmentation[J]. Electronics, 2023, 12(6): 1300. DOI: 10.3390electronics12061300.

    [13] [13] ZAFAR M, AMIN J, SHARIF M, et al. DeepLabv3+Based Segmentation Best Features ion Using Slime Mould Algithm f MultiClass Skin Lesion Classification[J]. Mathematics, 2023, 11(2): 364. DOI: 10.3390math11020364.

    [14] [14] HU J, SHEN L, ALBANIE S, et al. SqueezeExcitation wks[J]. IEEE Transactions on Pattern Analysis Machine Intelligence, 2020, 42(8): 20112023. DOI: 10.1109TPAMI.2019.2913372.

    [15] [15] WEI Y Y, ZENG A J, ZHANG X Y, et al. RAG‐: Res‐50 Attention Gate wk f Accurate Iris Segmentation[J]. IET Image Processing, 2022, 16(11): 30573066. DOI: 10.1049ipr2.12538.

    [16] [16] ABDULSAMAD T, CHEN F S, XUE Y M, et al. Hyperspectral Image Classification Based on Spectral Spatial Infmation Using Res with Channel Attention[J]. Optical Quantum Electronics, 2021, 53(3): 159. DOI: 10.1007s11082020026714.

    [17] [17] ROY S K, DUBEY S R, CHATTERJEE S, et al. FuSE: Fused Squeezeexcitation wk f Spectralspatial Hyperspectral Image Classification[J]. IET Image Processing, 2020, 14(8): 16531661. DOI: 10.1049ietipr.2019.1462.

    [18] [18] LI Xiaolong, LI Yuyin, AI Jinquan, et al. Semantic Segmentation of UAV Remote Sensing Images Based on Edge Feature Fusing Multilevel Upsampling Integrated With Deeplabv3[J]. PLoS One, 2023, 18(1): e0279097. DOI: 10.1371journal.pone.0279097.

    [19] [19] LIU F, WANG H B, LIANG S N, et al. MPSFFA: A Multiplane Multiscale Feature Fusion Attention wk f Alzheimer''s Disease Prediction With Structural MRI[J]. Computers in Biology Medicine, 2023, 157: 106790. DOI: 10.1016j.compbiomed.2023.106790.

    [20] [20] YANG Y J, GU X D. Joint Crelation Attention Based Feature Fusion wk f Accurate Visual Tracking[J]. IEEE Transactions on Image Processing, 2023, 32: 17051715. DOI: 10.1109TIP.2023.3251027.

    [21] [21] ALGHAMDI A S, SAEED A, KAMRAN M, et al. Vehicle Classification Using Deep Feature Fusion Geic Algithms[J]. Electronics, 2023, 12(2): 280. DOI: 10.3390electronics12020280.

    [22] [22] ZHANG T Z, SUN R X, WAN Y, et al. MSFFAL: FewShot Object Detection via MultiScale Feature Fusion Attentive Learning[J]. Senss (Basel, Switzerl), 2023, 23(7): 3609. DOI: 10.3390s23073609.

    [23] [23] JI Shunping, WEI Shiqing, LU Meng. Fully Convolutional wks f Multisource Building Extraction From an Open Aerial Satellite Imagery Data Set[J]. IEEE Transactions on Geoscience Remote Sensing, 2019, 57(1): 574586. DOI: 10.1109TGRS.2018.2858817.

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    Siyan LIU, Chunyue WANG, Lu FU, Ling LI. High-Resolution Remote Sensing Image Building Extraction Method Based on MFF-DeeplabV3+[J]. Spacecraft Recovery & Remote Sensing, 2024, 45(6): 151

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    Paper Information

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    Received: May. 17, 2024

    Accepted: --

    Published Online: Jan. 23, 2025

    The Author Email:

    DOI:10.3969/j.issn.1009-8518.2024.06.013

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