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XiangfeiShen/README.md

Hi there 👋, I'm Xiangfei Shen

Welcome to my GitHub page. I am currently working as a Lecturer at Naval University of Engineering, with research interests in remote sensing (hyperspectral, multispectral, SAR, optical images,...), multi-source fusion, and deep learning.

Selected Papers (Last Three Years)

Topic Title Resource Publication
Fusion/SR Iteratively Regularizing Hyperspectral and Multispectral Fusion with Framelets Static Badge GitHubMATLAB IEEE J-Stars 25'
Fusion/SR EigenSR: Eigenimage-Bridged Pre-Trained RGB Learners for Single Hyperspectral Image Super-Resolution Static Badge GitHubPyTorch AAAI 25'
Detection MSNet: Self-supervised Multiscale Network with Enhanced Separation Training for Hyperspectral Anomaly Detection Static Badge GitHubPyTorch IEEE TGRS 24'
Detection Toward Model-Independent Separative Training for Deep Hyperspectral Anomaly Detection With Mask Guidance Static Badge GitHubPyTorch IEEE J-Stars 25'
Detection Matrix Factorization with Framelet and Saliency Priors for Hyperspectral Anomaly Detection Static Badge GitHubMATLAB IEEE TGRS 23'
Unmixing Efficient Hyperspectral Sparse Regression Unmixing with Multilayers Static Badge GitHubMATLAB IEEE TGRS 23'
Unmixing Superpixel-guided Local Sparsity Prior for Hyperspectral Sparse Regression Unmixing Static Badge GitHubMATLAB IEEE GRSL 22'
Unmixing Toward Weak Signal Analysis in Hyperspectral Data: An Efficient Unmixing Perspective Static Badge GitHubMATLAB IEEE TGRS 22'

Pinned Loading

  1. IEEE_TGRS_2021_HyperWeak IEEE_TGRS_2021_HyperWeak Public

    Source code for the paper titled "Towards Weak Signal Analysis in Hyperspectral Data: A Semi-supervised Unmixing Perspective"

    MATLAB 4

  2. Demo_f3usion_HSI_SR Demo_f3usion_HSI_SR Public

    Demo of the submission titled "F$^{3}$USION: Hyperspectral and Multispectral Fusion with Flexible Plug-and-Play Framelet Regularization"

    1

  3. IEEE_JSTARS2020_SENMAV IEEE_JSTARS2020_SENMAV Public

    Source code for the paper titled "Spatial-Spectral Hyperspectral Endmember Extraction Using a Spatial Energy Prior"

    MATLAB 1

  4. Layered_Sparse_Regression_Unmixing Layered_Sparse_Regression_Unmixing Public

    Demo of the TGRS paper titled "Efficient Hyperspectral Sparse Regression Unmixing with Multilayers"

    MATLAB 3 1

  5. 2022_IEEE_GRSL_LGSU 2022_IEEE_GRSL_LGSU Public

    Source code for the paper titled "Superpixel-guided Local Sparsity Prior for Hyperspectral Sparse Regression Unmixing"

    MATLAB 1

  6. TGRS_2022_SaFra TGRS_2022_SaFra Public

    Demo of submitted manuscript titled " Matrix Factorization with Framelet and Saliency Priors for Hyperspectral Anomaly Detection"

    MATLAB 2