Research Article

Hyperspectral Compressed Sensing Reconstruction Applying Multi-TV Collaboration

Table 1

PQIs of different methods under five different sampling rates on Cuprite datasets.

Sampling rateQuality indicesMethods
ASSTVSSTVJTenRe3DTVE-3DTVHSSTVMTV

0.003MPSNR26.437724.838425.144524.614625.636430.4353
MSSIM0.05180.15390.0580.00860.19840.2621
MSAM0.05030.0620.1030.05590.0620.0484

0.01MPSNR29.030726.517627.492326.059528.2133.1652
MSSIM0.13430.27520.12010.07040.37050.5113
MSAM0.04110.06260.06580.05180.05760.0316

0.05MPSNR33.144235.410231.546734.506840.015241.2929
MSSIM0.37840.68640.35620.52460.8360.846
MSAM0.03050.03590.04240.02970.02310.0179

0.1MPSNR35.150244.657333.918537.36943.037645.9152
MSSIM0.52920.91640.51590.69560.89830.9238
MSAM0.02710.01490.03340.02440.0170.0127

0.2MPSNR37.714748.94936.982540.965148.918650.0052
MSSIM0.6930.95150.69640.83220.9520.9546
MSAM0.02310.01120.02540.01860.01110.0104