Spacecraft Recovery & Remote Sensing, Volume. 46, Issue 2, 157(2025)

A VHR Remote Sensing Change Detection Model with Structure Prior Perception

Jiangwei CHEN and Xiaoliang MENG*
Author Affiliations
  • School of Remote Sensing and Information Engineering, Wuhan University, Wuhan 430000, China
  • show less
    References(27)

    [3] [3] DAUDT CAYE R, LE SAUX B, BOULCH A. Fully Convolutional Siamese wks f Change Detection[C]2018 25th IEEE International Conference on Image Processing (ICIP). Athens, Greece: IEEE, 2018: 40634067. DOI: 10.1109ICIP.2018.8451652.

    [4] [4] LONG J, SHELHAMER E, DARRELL T. Fully convolutional wks f semantic segmentation[C]2015 IEEE Conference on Computer Vision Pattern Recognition (CVPR). Boston, MA, USA: IEEE, 2015: 34313440. DOI: 10.1109CVPR.2015.7298965.

    [5] [5] DOSOVITSKIY A, BEYER L, KOLESNIKOV A, et al. An Image is Wth 16x16 Wds: Transfmers f Image Recognition at Scale[DBOL]. arXiv, 2021(20210603)[20241213]. https:doi.g10.48550arXiv.2010.11929. DOI: 10.48550arXiv.2010.11929.

    [6] [6] BROMLEY J, GUYON I, LECUN Y, et al. Signature Verification Using a "Siamese" Time Delay Neural wk[C]Proceedings of the 7th International Conference on Neural Infmation Processing Systems, San Francisco, CA, USA: Mgan Kaufmann Publishers Inc, 1993: 737744.

    [7] [7] CHATTERJEE R. ROY S, ROY S. A Siamese Neural wkBased Face Recognition from Masked Faces[C]Advanced wk Technologies Intelligent Computing. ANTIC 2021. Communications in Computer Infmation Science, Cham: Springer, 2022: 517529. DOI: 10.10079783030960407_40.

    [9] [9] BERTITO L, VALMADRE J, HENRIQUES J F, et al. FullyConvolutional Siamese wks f Object Tracking[C]Computer Vision–ECCV 2016 Wkshops. Amsterdam: Springer, 2016: 850865. DOI: 10.10079783319488813_56.

    [12] [12] RONNEBERGER O, FISCHER P, BROX T. U: Convolutional wks f Biomedical Image Segmentation[C]U: Convolutional wks f Biomedical Image Segmentation. Munich, Germany: Springer, 2015: 234241. DOI: 10.10079783319245744_28.

    [14] [14] BARA W G C, PATEL V M. A TransfmerBased Siamese wk f Change Detection[C]IGARSS 20222022 IEEE International Geoscience Remote Sensing Symposium. Kuala Lumpur, Malaysia: IEEE, 2022: 207210. DOI: 10.1109IGARSS46834.2022.9883686.

    [18] [18] CONTRIBUTS M M S. MMSegmentation: OpenMMLab Semantic Segmentation Toolbox Benchmark[EBOL]. https:gitee.commatrix_ming_tsaimmsegmentation.CONTRIBUTS M M S. MMSegmentation: OpenMMLab Semantic Segmentation Toolbox Benchmark[EBOL]. https:gitee.commatrix_ming_tsaimmsegmentation.

    [19] [19] YANG L, KANG B, HUANG Z, et al. Depth Anything V2[DBOL]. arXiv, 2024(20241020)[20241213]. https:doi.g10.48550arXiv.2406.09414. DOI: 10.48550arXiv.2406.094.

    [20] [20] LIU F, CHEN D L, ZHANG Q Y, et al. RemoteCLIP: A Vision Language Foundation Model f Remote Sensing[DBOL]. arXiv, 2024(20240208)[20241213]. https:arxiv.ghtml2306.11029v3.LIU F, CHEN D L, ZHANG Q Y, et al. RemoteCLIP: A Vision Language Foundation Model f Remote Sensing[DBOL]. arXiv, 2024(20240208)[20241213]. https:arxiv.ghtml2306.11029v3.

    [21] [21] ROTTENSTEINER F, SOHN G, GERKE M, et al. ISPRS Semantic Labeling Contest[J]. ISPRS: Leopoldshöhe, Germany, 2014, 1(4): 4.

    [22] [22] BHAT S F, BIRKL R, WOFK D, et al. ZoeDepth: ZeroShot Transfer by Combining Relative Metric Depth[DBOL]. arXiv, 2023(20230223)[20241213]. https:doi.g10.48550arXiv.2302.12288, DOI: 10.48550arXiv.2302.12288.

    [23] [23] LIN T Y, DOLLÁR P, GIRSHICK R, et al. Feature Pyra wks f Object Detection[C]2017 IEEE Conference on Computer Vision Pattern Recognition (CVPR). Honolulu, HI, USA: IEEE, 2017: 936944. DOI: 10.1109CVPR.2017.106.

    [24] [24] GENG Z Y, GUO M H, CHEN H X, et al. Is Attention Better Than Matrix Decomposition[DBOL]. arXiv, 2021(20210909)[20241213]. https:arxiv.gabs2109.04553, DOI: 10.48550arXiv.2109.04553.

    Tools

    Get Citation

    Copy Citation Text

    Jiangwei CHEN, Xiaoliang MENG. A VHR Remote Sensing Change Detection Model with Structure Prior Perception[J]. Spacecraft Recovery & Remote Sensing, 2025, 46(2): 157

    Download Citation

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

    Category:

    Received: Dec. 15, 2024

    Accepted: --

    Published Online: May. 23, 2025

    The Author Email: Xiaoliang MENG (xmeng@whu.edu.cn)

    DOI:10.3969/j.issn.1009-8518.2025.02.014

    Topics