Acta Photonica Sinica, Volume. 54, Issue 1, 0110003(2025)

Spatial-spectral Collaborative Unrolling Network for Pansharpening

Jianwei ZHENG, Hongyi XIA, and Honghui XU*
Author Affiliations
  • School of Computer Science and Technology,Zhejiang University of Technology,Hangzhou 310023,China
  • show less
    References(25)

    [1] LI Zitong, ZHAO Jiankang, XU Jingran et al. Remote sensing image fusion method based on improved swin transformer[J]. Acta Photonica Sinica, 52, 1110001(2023).

    [2] DENG Liangjian, RAN Ran, WU Xiao. CNN-based remote sensing pan-sharpening: a critical review[J]. Journal of Image and Graphics, 28, 57-79(2023).

    [3] SHAH V P, YOUNAN N H, KING R L. An efficient pan-sharpening method via a combined adaptive PCA approach and contourlets[J]. IEEE Transactions on Geoscience and Remote Sensing, 46, 1323-1335(2008).

    [4] AIAZZI B, BARONTI S, SELVA M. Improving component substitution pansharpening through multivariate regression of MS++Pan data[J]. IEEE Transactions on Geoscience and Remote Sensing, 45, 3230-3239(2007).

    [5] ZHANG Kai, WANG Anfei, ZHANG Feng et al. Spatial and spectral extraction network with adaptive feature fusion for pansharpening[J]. IEEE Transactions on Geoscience and Remote Sensing, 60, 1-14(2022).

    [6] YUAN Qiangqiang, WEI Yancong, MENG Xiangchao et al. A multiscale and multidepth convolutional neural network for remote sensing imagery pan-sharpening[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 11, 978-989(2018).

    [7] LI Miaoyu, FU Ying. Joint self-attention transformer for multispectral and hyperspectral image fusion[J]. Journal of Image and Graphics, 28, 3922-3934(2023).

    [8] BANDARA W G C, PATEL V M. HyperTransformer: a textural and spectral feature fusion transformer for pansharpening[C], 1767-1777(2022).

    [9] QUAN Wuzhou, GUO Wen. DTEMPan: Dual texture-edge maintaining transformer for pansharpening[J]. IEEE Transactions on Geoscience and Remote Sensing, 61, 1-16(2023).

    [10] CAO Xiangyong, FU Xueyang, HONG Danfeng et al. PanCSC-Net: a model-driven deep unfolding method for pansharpening[J]. IEEE Transactions on Geoscience and Remote Sensing, 60, 1-13(2021).

    [11] LI Mingsong, LIU Yikun, XIAO Tao et al. Local-global transformer enhanced unfolding network for pan-sharpening[C], 1071-1079(2023).

    [12] LI Zixu, YUAN Genji, LI Jinjiang. DUCD: deep unfolding convolutional-dictionary network for pansharpening remote sensing image[J]. Expert Systems with Applications, 249, 123589(2024).

    [13] XU Honghui, ZHENG Jianwei, YAO Xiaoming et al. Fast tensor nuclear norm for structured low-rank visual inpainting[J]. IEEE Transactions on Circuits and Systems for Video Technology, 32, 538-552(2021).

    [14] ZHENG Jianwei, LI Pengfei, XU Honghui et al. Hyperspectral image superresolution via subspace-based deep prior regularization[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 16, 2437-2449(2023).

    [15] MA Qing, JIANG Junjun, LIU Xiaoming et al. Reciprocal transformer for hyperspectral and multispectral image fusion[J]. Information Fusion, 104, 102148(2024).

    [16] LIU J G. Smoothing filter-based intensity modulation: a spectral preserve image fusion technique for improving spatial details[J]. International Journal of Remote Sensing, 21, 3461-3472(2000).

    [17] KING R L, WANG Jianwei. A wavelet based algorithm for pan sharpening Landsat 7 imagery[C], 2, 849-851(2001).

    [18] ZHOU Huanyu, LIU Qingjie, WANG Yunhong. Panformer: a transformer based model for pan-sharpening[C], 1-6(2022).

    [19] ZHOU Man, HUANG Jie, FANG Yanchi et al. Pan-sharpening with customized transformer and invertible neural network[C], 36, 3553-3561(2022).

    [20] CHEN Zhixuan, JIN Cheng, ZHANG Tianjing et al. SpanConv: a new convolution via spanning kernel space for lightweight pansharpening[C], 841-847(2022).

    [21] ZHOU Man, HUANG Jie, YAN Keyu et al. Spatial-frequency domain information integration for pan-sharpening[C], 274-291(2022).

    [22] YANG Gang, ZHOU Man, YAN Keyu et al. Memory-augmented deep conditional unfolding network for pan-sharpening[C], 1788-1797(2022).

    [23] ZHAO Xin, GUO Jiayi, ZHANG Yueting et al. Asymmetric bidirectional fusion network for remote sensing pansharpening[J]. IEEE Transactions on Geoscience and Remote Sensing, 61, 1-13(2023).

    [24] ZHANG Kai, WANG Anfei, ZHANG Feng et al. Spatial-spectral dual back-projection network for pansharpening[J]. IEEE Transactions on Geoscience and Remote Sensing, 61, 1-13(2023).

    [25] HUANG Wenli, DENG Ye, HUI Siqi et al. Sparse self-attention transformer for image inpainting[J]. Pattern Recognition, 145, 109897(2024).

    Tools

    Get Citation

    Copy Citation Text

    Jianwei ZHENG, Hongyi XIA, Honghui XU. Spatial-spectral Collaborative Unrolling Network for Pansharpening[J]. Acta Photonica Sinica, 2025, 54(1): 0110003

    Download Citation

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

    Category:

    Received: Jul. 2, 2024

    Accepted: Sep. 2, 2024

    Published Online: Mar. 5, 2025

    The Author Email: Honghui XU (xhh@zjut.edu.cn)

    DOI:10.3788/gzxb20255401.0110003

    Topics