TABLE 1. THE TENSOR DECOMPOSITION-BASED APPROACHES FOR HS RS. CATEGORY YEAR METHOD BRIEF DESCRIPTION 2021 Coupled nonnegative Tucker decomposition [83] 2018 CSTF-l2 [84] 2020 SCOTT [85] 2020 NNSTF [86] 2020 WLRTR [37] 2017 NLSTF [87] 2020 NLSTF-SMBF [88] 2020 UTVTD [89] 2020 NLRTD-SU [90] 2018 SSGLRTD [91] 2021 gLGCTD [92] 2019 NN-CBTD [93] 2021 BSC-LL1 [94] 2021 GLCBTD [95] 2019 LTTR [96] 2021 NLRSR [97] 2022 CTRF [98] 2020 HCTR [99] 2021 FSTRD [100] 2021 LRTRTNN [101] 2019 LTMR [102] 2021 FLTMR [103] 2019 NPTSR [104] 2019 TV-TLMR [105] 2021 LRTA-SR [106] SU 2007 NTF-SU [107], [108] 2020 ULTRA-V [109] 2017 MVNTF [110] 2019 NTF-TV [111] 2021 SPLRTF [112] 2019 SVR-MVNTF [113] Nonnegative Tucker decomposition Tucker decomposition Tucker decomposition + higherorder SVD (HOSVD) Tucker decomposition + HOSVD Weighted Tucker decomposition Nonlocal sparse Tucker decomposition Nonlocal sparse Tucker decomposition Tucker decomposition + unidirectional TV Nonlocal Tucker decomposition + SU + 3DTV Spatial-spectral-graph Tucker decomposition Graph Laplacian-guided Tucker decomposition BT decomposition BT decomposition Graph Laplacian-guided BT decomposition Nonlocal TT decomposition Nonlocal TT decomposition CTR decomposition High-order CTR decomposition TR decomposition + TV NLTR decomposition + TNN Subspace-based LR multirank LTMR with a truncation concept Nonlocal tensor SR Tucker decomposition + TV TTN CP decomposition CP decomposition BT decomposition TV + BT decomposition (CONTINUED) PRIOR INFORMATION Spectral correlation Spectral correlation Spectral correlation Spectral correlation + nonlocal similarity Spectral correlation + nonlocal similarity Spectral correlation + nonlocal similarity Spectral correlation + nonlocal similarity Spectral correlation + spatial- spectral smoothness Spectral correlation + nonlocal similarity + spatial-spectral smoothness Spectral correlation + local geometry Spectral correlation + local geometry Spectral correlation Spectral correlation Spectral correlation + local geometry Spectral correlation + nonlocal similarity Spatial-spectral correlation + nonlocal similarity Spectral correlation Spectral correlation + local geometry Spectral correlation + spatial- spectral smoothness Spectral correlation + nonlocal similarity Spectral correlation + nonlocal similarity Spectral correlation + nonlocal similarity Spectral correlation + nonlocal similarity Spectral correlation + spatial- spectral smoothness Spectral correlation Spectral correlation Spectral correlation Spectral correlation Spectral correlation + spatial- spectral smoothness LR + sparsity + BT decomposition Spectral correlation BT decomposition Spectral correlation + local geometry (Continued) https://github.com/ talesimbiriba/ULTRA-V https://gitSUb.com/ bearshng/mvntf http://www.xiongfuli.com/ cv/. . . https://github.com/ renweidian/LTMR https://github.com/ renweidian/LTTR https://github.com/ MengDing56 https://owuchangyuo.github. io/publications/WLRTR https://github.com/ renweidian/NLSTF https://github.com/ renweidian/NLSTF https://liangjiandeng. github.io/ CODE LINKS https://github.com/cprevost4/ HSR_Software 32 IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE MARCH 2023https://github.com/cprevost4/HSR_Software https://github.com/cprevost4/HSR_Software https://owuchangyuo.github.io https://owuchangyuo.github.io/publications/WLRTR https://github.com/renweidian/NLSTF https://owuchangyuo.github.io https://github.com/renweidian/NLSTF https://github.com/renweidian/NLSTF https://liangjiandeng.github.io https://liangjiandeng.github.io https://github.com/MengDing56 https://github.com/MengDing56 https://github.com/renweidian/LTTR https://github.com/renweidian/LTTR https://github.com/renweidian/LTMR https://github.com/renweidian/LTMR https://github.com/talesimbiriba/ULTRA-V https://github.com/talesimbiriba/ULTRA-V https://github.com/bearshng/mvntf https://github.com/bearshng/mvntf http://www.xiongfuli.com/cv http://www.xiongfuli.com/cv