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Hongbo Liang
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Publications (3)
SPIE Journal Paper | 31 October 2023 Open Access
Spatially augmented guided sequence-based bidirectional encoder representation from transformer networks for hyperspectral classification studies
Yuanyuan Zhang, Wenxing Bao, Hongbo Liang, Yanbo Sun
OE, Vol. 62, Issue 10, 103103, (October 2023) https://doi.org/10.1117/12.10.1117/1.OE.62.10.103103
KEYWORDS: Transformers, Head, Image classification, Optical engineering, Feature extraction, Matrices, Hyperspectral imaging, Education and training, Data modeling, Spatial learning
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SPIE Journal Paper | 6 January 2022 Open Access
Image-based neural architecture automatic search method for hyperspectral image classification
Zhonggang Hu, Wenxing Bao, Kewen Qu, Hongbo Liang
JARS, Vol. 16, Issue 01, 016501, (January 2022) https://doi.org/10.1117/12.10.1117/1.JRS.16.016501
KEYWORDS: Image classification, Hyperspectral imaging, Image processing, Convolution, Neural networks, Statistical modeling, Feature extraction, Network architectures, Image compression, Data modeling
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SPIE Journal Paper | 30 June 2021 Open Access
Superpixel-guided preprocessing algorithm for accelerating hyperspectral endmember extraction based on spatial–spectral analysis
JARS, Vol. 15, Issue 02, 026514, (June 2021) https://doi.org/10.1117/12.10.1117/1.JRS.15.026514
KEYWORDS: Principal component analysis, Transform theory, Hyperspectral imaging, Reconstruction algorithms, RGB color model, Image segmentation, Image processing algorithms and systems, Visualization, Image processing, Detection and tracking algorithms
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