Research Article

Hyperspectral Compressed Sensing Reconstruction Applying Multi-TV Collaboration

Table 4

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

Sampling rateQuality indicesMethods
ASSTVSSTVJTenRe3DTVE-3DTVHSSTVMTV

0.003MPSNR34.602131.428331.973132.592237.11640.5887
MSSIM0.06630.06430.05090.0020.20850.2434
MSAM0.1320.13980.20450.16680.11970.063

0.01MPSNR37.964634.725737.395532.545939.498844.2455
MSSIM0.14590.15890.21570.00730.33730.4433
MSAM0.09450.10190.13160.16790.08310.0371

0.05MPSNR44.256647.839745.081635.776540.986252.3533
MSSIM0.35270.62810.43490.55040.70520.7624
MSAM0.04390.02490.0780.10080.16580.0164

0.1MPSNR47.380353.561148.150744.643653.92756.9016
MSSIM0.49170.78810.54910.50280.79540.8694
MSAM0.03130.01290.05560.03210.01220.0108

0.2MPSNR50.507659.806351.135548.110160.195360.8747
MSSIM0.65280.89790.67260.61950.90550.919
MSAM0.02210.00810.01530.02190.00780.0075