12.1.4.10.1 Pansharpening for Hyperspectral Data

Chapter Contents (Back)
Cartography. Remote Sensing. Pansharpening. Pan-Sharpening. Hyperspectral. 2507

See also Pansharpening, Fusion of Aerial Images.

Palsson, F.[Frosti], Sveinsson, J.R.[Johannes R.], Ulfarsson, M.O.[Magnus O.], Benediktsson, J.A.,
Model-Based Fusion of Multi- and Hyperspectral Images Using PCA and Wavelets,
GeoRS(53), No. 5, May 2015, pp. 2652-2663.
IEEE DOI 1502
data reduction BibRef

Palsson, F.[Frosti], Sveinsson, J.R.[Johannes R.], Ulfarsson, M.O.[Magnus O.],
Sentinel-2 Image Fusion Using a Deep Residual Network,
RS(10), No. 8, 2018, pp. xx-yy.
DOI Link 1809
BibRef

Zhang, K., Wang, M., Yang, S.,
Multispectral and Hyperspectral Image Fusion Based on Group Spectral Embedding and Low-Rank Factorization,
GeoRS(55), No. 3, March 2017, pp. 1363-1371.
IEEE DOI 1703
Correlation BibRef

Qu, J.H.[Jia-Hui], Lei, J.[Jie], Li, Y.S.[Yun-Song], Dong, W.Q.[Wen-Qian], Zeng, Z.Y.[Zhi-Yong], Chen, D.[Dunyu],
Structure Tensor-Based Algorithm for Hyperspectral and Panchromatic Images Fusion,
RS(10), No. 3, 2018, pp. xx-yy.
DOI Link 1804
BibRef

Xie, W.Y.[Wei-Ying], Jiang, T.[Tao], Li, Y.S.[Yun-Song], Jia, X.P.[Xiu-Ping], Lei, J.[Jie],
Structure Tensor and Guided Filtering-Based Algorithm for Hyperspectral Anomaly Detection,
GeoRS(57), No. 7, July 2019, pp. 4218-4230.
IEEE DOI 1907
Anomaly detection, Hyperspectral imaging, Correlation, Adaptive weighting, anomaly detection, structure tensor (ST) BibRef

Dong, W.Q.[Wen-Qian], Xiao, S.[Song], Li, Y.S.[Yun-Song], Qu, J.H.[Jia-Hui],
Hyperspectral Pansharpening Based on Intrinsic Image Decomposition and Weighted Least Squares Filter,
RS(10), No. 3, 2018, pp. xx-yy.
DOI Link 1804
BibRef

Qu, J.H.[Jia-Hui], Li, Y.S.[Yun-Song], Dong, W.Q.[Wen-Qian],
Fusion of hyperspectral and panchromatic images using an average filter and a guided filter,
JVCIR(52), 2018, pp. 151-158.
Elsevier DOI 1804
Hyperspectral (HS) image, Panchromatic (PAN) image, Guided filter, Average filter, Component substitution (CS) BibRef

Dong, W.Q.[Wen-Qian], Xiao, S.[Song], Qu, J.H.[Jia-Hui],
Fusion of hyperspectral and panchromatic images with guided filter,
SIViP(12), No. 7, October 2018, pp. 1369-1376.
WWW Link. 1809
BibRef

Dong, W.Q.[Wen-Qian], Xiao, S.[Song], Li, Y.X.[Yong-Xu],
Hyperspectral pansharpening based on guided filter and Gaussian filter,
JVCIR(53), 2018, pp. 171-179.
Elsevier DOI 1805
Hyperspectral image, Panchromatic image, Image fusion, Guided filter BibRef

Luo, X.[Xukun], Yin, J.[Jihao], Luo, X.Y.[Xiao-Yan], Jia, X.P.[Xiu-Ping],
A Novel Adversarial Based Hyperspectral and Multispectral Image Fusion,
RS(11), No. 5, 2019, pp. xx-yy.
DOI Link 1903
BibRef

Qu, J.H.[Jia-Hui], Li, Y.S.[Yun-Song], Du, Q.[Qian], Dong, W.Q.[Wen-Qian], Xi, B.[Bobo],
Hyperspectral Pansharpening Based on Homomorphic Filtering and Weighted Tensor Matrix,
RS(11), No. 9, 2019, pp. xx-yy.
DOI Link 1905
BibRef

Li, K., Xie, W., Du, Q., Li, Y.,
DDLPS: Detail-Based Deep Laplacian Pansharpening for Hyperspectral Imagery,
GeoRS(57), No. 10, October 2019, pp. 8011-8025.
IEEE DOI 1910
geophysical image processing, hyperspectral imaging, image colour analysis, image filtering, image resolution, Sylvester equation BibRef

He, G.[Gang], Zhong, J.P.[Jia-Ping], Lei, J.[Jie], Li, Y.S.[Yun-Song], Xie, W.Y.[Wei-Ying],
Hyperspectral Pansharpening Based on Spectral Constrained Adversarial Autoencoder,
RS(11), No. 22, 2019, pp. xx-yy.
DOI Link 1911

See also Autoencoder and Adversarial-Learning-Based Semisupervised Background Estimation for Hyperspectral Anomaly Detection. BibRef

Dong, W.Q.[Wen-Qian], Xiao, S.[Song], Qu, J.H.[Jia-Hui],
Local model-based hyperspectral pansharpening algorithm via optimization constraint equation and sliding window,
JOSA-A(36), No. 11, November 2019, pp. 1917-1925.
DOI Link 1912
Image enhancement, Image fusion, Image processing, Image quality, Spatial filtering, Spatial resolution BibRef

Xu, Y., Wu, Z., Chanussot, J., Comon, P., Wei, Z.,
Nonlocal Coupled Tensor CP Decomposition for Hyperspectral and Multispectral Image Fusion,
GeoRS(58), No. 1, January 2020, pp. 348-362.
IEEE DOI 2001
Spatial resolution, Hyperspectral imaging, Sparse matrices, Matrix decomposition, nonlocal tensor BibRef

Xu, S., Amira, O., Liu, J., Zhang, C., Zhang, J., Li, G.,
HAM-MFN: Hyperspectral and Multispectral Image Multiscale Fusion Network With RAP Loss,
GeoRS(58), No. 7, July 2020, pp. 4618-4628.
IEEE DOI 2006
Feature extraction, Distortion, Tensors, Neural networks, Laplace equations, Spatial resolution, Angle loss, multispectral image (MSI) BibRef

Wang, X., Mu, Z., Song, R., Tao, J., Song, C.,
A Hyperspectral Image NSST-HMF Model and Its Application in HS-Pansharpening,
GeoRS(58), No. 7, July 2020, pp. 4803-4817.
IEEE DOI 2006
Hidden Markov models, Spatial resolution, Transforms, Correlation, Predictive models, Remote sensing, spatial-spectral collaborate correlation BibRef

Dong, W., Liang, J., Xiao, S.,
Saliency Analysis and Gaussian Mixture Model-Based Detail Extraction Algorithm for Hyperspectral Pansharpening,
GeoRS(58), No. 8, August 2020, pp. 5462-5476.
IEEE DOI 2007
Bayes methods, Spatial resolution, Principal component analysis, Distortion, Remote sensing, Data mining, Detail extraction, saliency analysis BibRef

Wang, K.D.[Kai-Dong], Wang, Y.[Yao], Zhao, X.L.[Xi-Le], Chan, J.C.W.[Jonathan Cheung-Wai], Xu, Z.B.[Zong-Ben], Meng, D.Y.[De-Yu],
Hyperspectral and Multispectral Image Fusion via Nonlocal Low-Rank Tensor Decomposition and Spectral Unmixing,
GeoRS(58), No. 11, November 2020, pp. 7654-7671.
IEEE DOI 2011
Tensile stress, Image fusion, Sparse matrices, Spatial resolution, Correlation, Imaging, Machine learning, Hyperspectral (HS) image, spectral unmixing BibRef

Kong, X.Y.[Xiang-Yang], Zhao, Y.Q.[Yong-Qiang], Chan, J.C.W.[Jonathan Cheung-Wai], Xue, J.[Jize],
Hyperspectral Image Restoration via Spatial-Spectral Residual Total Variation Regularized Low-Rank Tensor Decomposition,
RS(14), No. 3, 2022, pp. xx-yy.
DOI Link 2202
BibRef

Bu, Y.Y.[Yuan-Yang], Zhao, Y.Q.[Yong-Qiang], Xue, J.Z.[Ji-Ze], Chan, J.C.W.[Jonathan Cheung-Wai], Kong, S.G.[Seong G.], Yi, C.[Chen], Wen, J.H.[Jin-Huan], Wang, B.L.[Bing-Lu],
Hyperspectral and Multispectral Image Fusion via Graph Laplacian-Guided Coupled Tensor Decomposition,
GeoRS(59), No. 1, January 2021, pp. 648-662.
IEEE DOI 2012
Tensile stress, Matrix decomposition, Sparse matrices, Laplace equations, Manifolds, Hyperspectral imaging, manifold structure BibRef

Xie, Q.[Qi], Zhou, M.H.[Ming-Hao], Zhao, Q.[Qian], Xu, Z.B.[Zong-Ben], Meng, D.Y.[De-Yu],
MHF-Net: An Interpretable Deep Network for Multispectral and Hyperspectral Image Fusion,
PAMI(44), No. 3, March 2022, pp. 1457-1473.
IEEE DOI 2202
Training, Hyperspectral imaging, Task analysis, Network architecture, Testing, Sensors, generalization BibRef

Zhang, B.[Bihui], Cao, X.Y.[Xiang-Yong], Meng, D.Y.[De-Yu],
A Deep Unfolding Network for Multispectral and Hyperspectral Image Fusion,
RS(16), No. 21, 2024, pp. 3979.
DOI Link 2411
BibRef

Xie, Q.[Qi], Zhou, M.H.[Ming-Hao], Zhao, Q.[Qian], Meng, D.Y.[De-Yu], Zuo, W.M.[Wang-Meng], Xu, Z.B.[Zong-Ben],
Multispectral and Hyperspectral Image Fusion by MS/HS Fusion Net,
CVPR19(1585-1594).
IEEE DOI 2002
BibRef

Zheng, Y.X.[Yu-Xuan], Li, J.J.[Jiao-Jiao], Li, Y.S.[Yun-Song], Guo, J.[Jie], Wu, X.Y.[Xian-Yun], Chanussot, J.[Jocelyn],
Hyperspectral Pansharpening Using Deep Prior and Dual Attention Residual Network,
GeoRS(58), No. 11, November 2020, pp. 8059-8076.
IEEE DOI 2011
Spatial resolution, Hyperspectral imaging, Bayes methods, Deep hyperspectral prior (DHP), hyperspectral (HS) pansharpening BibRef

Constans, Y., Fabre, S., Seymour, M., Crombez, V., Briottet, X., Deville, Y.,
Fusion of Hyperspectral and Panchromatic Data By Spectral Unmixing In The Reflective Domain,
ISPRS20(B3:567-574).
DOI Link 2012
BibRef

Restaino, R., Vivone, G., Addesso, P., Chanussot, J.,
Hyperspectral Sharpening Approaches Using Satellite Multiplatform Data,
GeoRS(59), No. 1, January 2021, pp. 578-596.
IEEE DOI 2012
Spatial resolution, Sensors, Satellites, Image sensors, Hyperspectral sensors, Hyperion data, remote sensing BibRef

Xie, W., Cui, Y., Li, Y., Lei, J., Du, Q., Li, J.,
HPGAN: Hyperspectral Pansharpening Using 3-D Generative Adversarial Networks,
GeoRS(59), No. 1, January 2021, pp. 463-477.
IEEE DOI 2012
Generators, Generative adversarial networks, Spatial resolution, Bayes methods, Data models, 3-D high-frequency block BibRef

Long, J.[Jian], Peng, Y.X.[Yuan-Xi],
Blind Fusion of Hyperspectral Multispectral Images Based on Matrix Factorization,
RS(13), No. 21, 2021, pp. xx-yy.
DOI Link 2112
BibRef

Lin, H.[Hong], Li, J.[Jun], Peng, Y.X.[Yuan-Xi], Zhou, T.[Tong], Long, J.[Jian], Gui, J.L.[Jia-Lin],
Correlation Matrix-Based Fusion of Hyperspectral and Multispectral Images,
RS(15), No. 14, 2023, pp. 3643.
DOI Link 2307
BibRef

Wang, Y.[Yulei], Zhu, Q.Y.[Qing-Yu], Shi, Y.[Yao], Song, M.P.[Mei-Ping], Yu, C.Y.[Chun-Yan],
A Spatial-Enhanced LSE-SFIM Algorithm for Hyperspectral and Multispectral Images Fusion,
RS(13), No. 24, 2021, pp. xx-yy.
DOI Link 2112
BibRef

Constans, Y.[Yohann], Fabre, S.[Sophie], Seymour, M.[Michael], Crombez, V.[Vincent], Deville, Y.[Yannick], Briottet, X.[Xavier],
Hyperspectral Pansharpening in the Reflective Domain with a Second Panchromatic Channel in the SWIR II Spectral Domain,
RS(14), No. 1, 2022, pp. xx-yy.
DOI Link 2201
BibRef

Zhao, R.[Rui], Du, S.H.[Shi-Hong],
Spectral-Spatial Residual Network for Fusing Hyperspectral and Panchromatic Remote Sensing Images,
RS(14), No. 3, 2022, pp. xx-yy.
DOI Link 2202
BibRef

Zhao, R.[Rui], Du, S.H.[Shi-Hong],
An Encoder-Decoder with a Residual Network for Fusing Hyperspectral and Panchromatic Remote Sensing Images,
RS(14), No. 9, 2022, pp. xx-yy.
DOI Link 2205
BibRef

Li, K.[Kun], Zhang, W.[Wei], Yu, D.[Dian], Tian, X.[Xin],
HyperNet: A deep network for hyperspectral, multispectral, and panchromatic image fusion,
PandRS(188), 2022, pp. 30-44.
Elsevier DOI 2205
Image fusion, Deep network, Sharpening, Multi-scale structural similarity index BibRef

Peng, X.L.[Xian-Lin], Fu, Y.H.[Yi-Hao], Peng, S.L.[Sheng-Lin], Ma, K.[Kai], Liu, L.[Lu], Wang, J.[Jun],
SSML: Spectral-Spatial Mutual-Learning-Based Framework for Hyperspectral Pansharpening,
RS(14), No. 18, 2022, pp. xx-yy.
DOI Link 2209
BibRef

Huang, S.[Sihan], Messinger, D.[David],
An Unsupervised Cascade Fusion Network for Radiometrically-Accurate Vis-NIR-SWIR Hyperspectral Sharpening,
RS(14), No. 17, 2022, pp. xx-yy.
DOI Link 2209
BibRef

Qu, J.H.[Jia-Hui], Dong, W.Q.[Wen-Qian], Li, Y.S.[Yun-Song], Hou, S.X.[Shao-Xiong], Du, Q.[Qian],
An Interpretable Unsupervised Unrolling Network for Hyperspectral Pansharpening,
Cyber(53), No. 12, December 2023, pp. 7943-7956.
IEEE DOI 2312
BibRef

Alparone, L.[Luciano], Arienzo, A.[Alberto], Garzelli, A.[Andrea],
Spatial Resolution Enhancement of Vegetation Indexes via Fusion of Hyperspectral and Multispectral Satellite Data,
RS(16), No. 5, 2024, pp. 875.
DOI Link 2403
BibRef

Sun, Q.[Qian], Sun, Y.[Yu], Pan, C.S.[Cheng-Sheng],
AIDB-Net: An Attention-Interactive Dual-Branch Convolutional Neural Network for Hyperspectral Pansharpening,
RS(16), No. 6, 2024, pp. 1044.
DOI Link 2403
BibRef

Zini, S.[Simone], Barbato, M.P.[Mirko Paolo], Piccoli, F.[Flavio], Napoletano, P.[Paolo],
Deep Learning Hyperspectral Pansharpening on Large-Scale PRISMA Dataset,
RS(16), No. 12, 2024, pp. 2079.
DOI Link 2406
BibRef

Perretta, M.[Miriam], Delogu, G.[Gabriele], Funsten, C.[Cassandra], Patriarca, A.[Alessio], Caputi, E.[Eros], Boccia, L.[Lorenzo],
Testing the Impact of Pansharpening Using PRISMA Hyperspectral Data: A Case Study Classifying Urban Trees in Naples, Italy,
RS(16), No. 19, 2024, pp. 3730.
DOI Link 2410
BibRef


Takeyama, S., Ono, S.,
Compressed Hyperspectral Pansharpening,
ICIP20(2855-2859)
IEEE DOI 2011
Spatial resolution, Image coding, Hyperspectral imaging, Energy resolution, hyperspectral pansharpening, primal-dual splitting BibRef

Lin, H.W.[Hong-Wen], Zhang, A.Q.[An-Qing],
Fusion of hyperspectral and panchromatic images using improved HySure method,
ICIVC17(489-493)
IEEE DOI 1708
Correlation, Distortion, Hyperspectral imaging, Indexes, Spatial resolution, fusion, hyperspectral image, improved HySure method, pansharpening BibRef

Tierney, S., Gao, J.B.[Jun-Bin], Guo, Y.[Yi],
Affinity Pansharpening and Image Fusion,
DICTA14(1-8)
IEEE DOI 1502
hyperspectral imaging BibRef

Rajabi, R., Ghassemian, H.,
Fusion of Hyperspectral and Panchromatic Images Using Spectral Unmixing Results,
SMPR13(333-336).
DOI Link 1311
BibRef

Licciardi, G.A., Khan, M.M., Chanussot, J.,
Fusion of hyperspectral and panchromatic images: A hybrid use of indusion and nonlinear PCA,
ICIP12(2133-2136).
IEEE DOI 1302
BibRef

Chisense, C., Engels, J., Hahn, M., Gülch, E.,
Pansharpening Of Hyperspectral Images In Urban Areas,
ISPRS12(XXXIX-B7:387-392).
DOI Link 1209
BibRef

Khan, M.M.[Muhammad Murtaza], Chanussot, J.[Jocelyn], Alparone, L.[Luciano],
Pansharpening of Hyperspectral images using spatial distortion optimization,
ICIP09(2853-2856).
IEEE DOI 0911
BibRef

Chapter on Registration, Matching and Recognition Using Points, Lines, Regions, Areas, Surfaces continues in
Evaluation, Quality Assissment Pansharpening .


Last update:Sep 10, 2025 at 12:00:25