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Attention Mechanism and Depthwise Separable Convolution Aided 3DCNN for Hyperspectral Remote Sensing Image Classification

Wenmei Li, Huaihuai Chen, Qing Liu, Haiyan Liu, Yu Wang, Guan Gui
<span title="2022-05-05">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/kay2tsbijbawliu45dnhvyvgsq" style="color: black;">Remote Sensing</a> </i> &nbsp;
To solve these problems, an attention mechanism and depthwise separable convolution are introduced to the three-dimensional convolutional neural network (3DCNN).  ...  Hyperspectral Remote Rensing Image (HRSI) classification based on Convolution Neural Network (CNN) has become one of the hot topics in the field of remote sensing.  ...  Acknowledgments: We would like to thank the anonymous reviewers and the editor-in-chief for their comments to improve the paper. Thanks also to the data sharer.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/rs14092215">doi:10.3390/rs14092215</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kc3okdha6rhipkfewovzwqawpq">fatcat:kc3okdha6rhipkfewovzwqawpq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220507104207/https://mdpi-res.com/d_attachment/remotesensing/remotesensing-14-02215/article_deploy/remotesensing-14-02215.pdf?version=1651754347" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/63/36/6336a6cd1ac13c27ee26003c58499a049c18ef2a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/rs14092215"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

HYPERSPECTRAL IMAGE CLASSIFICATION USING RESIDUAL 2D AND 3D CONVOLUTIONAL NEURAL NETWORK JOINT ATTENTION MODEL

Q. Yuan, Y. Ang, H. Z. M. Shafri
<span title="2021-08-10">2021</span> <i title="Copernicus GmbH"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/i74shj7anreaxjo327fokng66m" style="color: black;">The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences</a> </i> &nbsp;
The deep learning algorithm, especially the convolutional neural network (CNN), has been perceived promising feature extractor and classification for processing hyperspectral remote sensing images.  ...  Hyperspectral image classification (HSIC) is a challenging task in remote sensing data analysis, which has been applied in many domains for better identification and inspection of the earth surface by  ...  Besides, the author also thankfully acknowledges telecommunications and remote sensing laboratory Pavia University (Italy) for providing the hyperspectral Pavia data.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5194/isprs-archives-xliv-m-3-2021-187-2021">doi:10.5194/isprs-archives-xliv-m-3-2021-187-2021</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/j4qeguq44rdjrhmwm43nn6vxfu">fatcat:j4qeguq44rdjrhmwm43nn6vxfu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210818074639/https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLIV-M-3-2021/187/2021/isprs-archives-XLIV-M-3-2021-187-2021.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ba/f5/baf54a7ac19d9ac0ee06818c6faa4924fb5d83d4.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5194/isprs-archives-xliv-m-3-2021-187-2021"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>