Research Article

Hyperspectral Compressed Sensing Reconstruction Applying Multi-TV Collaboration

Table 3

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

Sampling rateQuality indicesMethods
ASSTVSSTVJTenRe3DTVE-3DTVHSSTVMTV

0.003MPSNR36.471431.101433.805334.694235.969138.2718
MSSIM0.04480.10870.04290.01140.22630.2174
MSAM0.12730.13450.21220.15680.11940.0881

0.01MPSNR37.921733.599736.982133.725537.585940.6517
MSSIM0.11220.23690.17680.08180.36060.3896
MSAM0.10530.10570.1510.13550.09030.0705

0.05MPSNR41.019342.483242.453740.113743.721346.0869
MSSIM0.31280.56390.42590.41310.59620.6389
MSAM0.07510.05850.10350.06820.05330.0517

0.1MPSNR42.799246.397444.349542.494147.213148.5868
MSSIM0.44190.66540.53690.53520.690.7236
MSAM0.06360.050.08150.05770.04680.0448

0.2MPSNR45.112450.135246.748345.182650.681951.1958
MSSIM0.59660.75420.6610.6590.77140.7915
MSAM0.05130.04090.04210.04750.03910.0369