Optics and Precision Engineering, Volume. 32, Issue 4, 622(2024)

Multi-spectral image compression by fusing multi-scale feature convolutional neural networks

Lili ZHANG... Zikun CHEN*, Tianpeng PAN and Lele QU |Show fewer author(s)
Author Affiliations
  • College of Electronic and Information Engineering, Shenyang Aerospace University, Shenyang110136, China
  • show less
    References(20)

    [1] B LIU, J P ZHANG, Z LI. An Improved APAP algorithm via line segment correction for UAV multispectral image stitching, 6057-6060(2022).

    [2] C X WANG, P WANG, N MA. A New Water detection for multispectral images based on data simulation and random forest, 3191-3194(2022).

    [3] A E VALDEZ, M A P CASTAÑEDA, J GÓMEZ-ROJAS et al. Canopy extraction in a banana crop from UAV captured multispectral images, 1-6(2022).

    [4] [4] 王志鹏, 王晓飞. 利用时序多光谱影像实现红树莓地种植区域的自动提取[J]. 光学 精密工程, 2023, 31(7): 1096-1106. doi: 10.37188/ope.20233107.1096WANGZ P, WANGX F. Automatic extraction of red raspberry planting areas using time series multispectral images[J]. Opt. Precision Eng., 2023, 31(7): 1096-1106.(in Chinese). doi: 10.37188/ope.20233107.1096

    [5] C A THERAN, M A ALVAREZ, E ARZUAGA et al. Hyperspectral and multispectral image fusion using a multi-level propagation learning network, 1-5(2021).

    [6] B SATHIYAPRASAD, B S KUMAR. Multi spectral image retrieval in remote sensing big data using fast recurrent convolutional neural network, 1-7(2022).

    [7] [7] 贾建鑫, 孙海彬, 蒋长辉, 等. 多源遥感数据的道路提取技术研究现状及展望[J]. 光学 精密工程, 2021, 29(2): 430-442. doi: 10.37188/OPE.20212902.0430JIAJ X, SUNH B, JIANGC H, et al. Road extraction technology based on multi-source remote sensing data: review and prospects[J]. Opt. Precision Eng., 2021, 29(2): 430-442.(in Chinese). doi: 10.37188/OPE.20212902.0430

    [8] X Q YU, J X ZHAO, T ZHU et al. Analysis of JPEG2000 compression quality of optical satellite images, 500-503(2022).

    [9] B J KIM, W A PEARLMAN. An Embedded wavelet video coder using three-dimensional set partitioning in hierarchical trees (SPIHT), 251-260(2002).

    [10] A SAID, W A PEARLMAN. An image multiresolution representation for lossless and lossy compression. IEEE Transactions on Image Processing, 5, 1303-1310(1996).

    [12] C DONG, Y B DENG, C C LOY et al. Compression artifacts reduction by a deep convolutional network, 576-584(2015).

    [14] M DAVID, J BALLÉ, G TODERICI et al. Joint autoregressive and hierarchical priors for learned image compression(2018).

    [15] F Q KONG, S M ZHAO, Y S LI et al. A residual network framework based on weighted feature channels for multispectral image compression. Ad Hoc Networks, 107, 102272(2020).

    [16] F Q KONG, K D HU, Y S LI et al. Spectral-spatial feature partitioned extraction based on CNN for multispectral image compression. Remote Sensing, 13, 9(2020).

    [17] S K ROY, G KRISHNA, S R DUBEY et al. HybridSN: exploring 3-D-2-D CNN feature hierarchy for hyperspectral image classification. IEEE Geoscience and Remote Sensing Letters, 17, 277-281(2020).

    [18] T B CAO, N ZHANG, S M ZHAO et al. Spectral-Spatial Feature Completely Separated Extraction with Tensor CNN for Multispectral Image Compression. Lecture Notes in Electrical Engineering, 407-413(2022).

    [19] F Q KONG, K D HU, Y S LI et al. A spectral-spatial feature extraction method with polydirectional CNN for multispectral image compression. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 15, 2745-2758(2022).

    [20] F Q KONG, T B CAO, Y S LI et al. Multi-scale spatial-spectral attention network for multispectral image compression based on variational autoencoder. Signal Processing, 198, 108589(2022).

    Tools

    Get Citation

    Copy Citation Text

    Lili ZHANG, Zikun CHEN, Tianpeng PAN, Lele QU. Multi-spectral image compression by fusing multi-scale feature convolutional neural networks[J]. Optics and Precision Engineering, 2024, 32(4): 622

    Download Citation

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

    Category:

    Received: Jul. 20, 2023

    Accepted: --

    Published Online: Apr. 2, 2024

    The Author Email: CHEN Zikun (chenzikun1@stu.sau.edu.com)

    DOI:10.37188/OPE.20243204.0622

    Topics