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 rate | Quality indices | Methods | ASSTV | SSTV | JTenRe3DTV | E-3DTV | HSSTV | MTV |
| 0.003 | MPSNR | 26.4377 | 24.8384 | 25.1445 | 24.6146 | 25.6364 | 30.4353 | MSSIM | 0.0518 | 0.1539 | 0.058 | 0.0086 | 0.1984 | 0.2621 | MSAM | 0.0503 | 0.062 | 0.103 | 0.0559 | 0.062 | 0.0484 |
| 0.01 | MPSNR | 29.0307 | 26.5176 | 27.4923 | 26.0595 | 28.21 | 33.1652 | MSSIM | 0.1343 | 0.2752 | 0.1201 | 0.0704 | 0.3705 | 0.5113 | MSAM | 0.0411 | 0.0626 | 0.0658 | 0.0518 | 0.0576 | 0.0316 |
| 0.05 | MPSNR | 33.1442 | 35.4102 | 31.5467 | 34.5068 | 40.0152 | 41.2929 | MSSIM | 0.3784 | 0.6864 | 0.3562 | 0.5246 | 0.836 | 0.846 | MSAM | 0.0305 | 0.0359 | 0.0424 | 0.0297 | 0.0231 | 0.0179 |
| 0.1 | MPSNR | 35.1502 | 44.6573 | 33.9185 | 37.369 | 43.0376 | 45.9152 | MSSIM | 0.5292 | 0.9164 | 0.5159 | 0.6956 | 0.8983 | 0.9238 | MSAM | 0.0271 | 0.0149 | 0.0334 | 0.0244 | 0.017 | 0.0127 |
| 0.2 | MPSNR | 37.7147 | 48.949 | 36.9825 | 40.9651 | 48.9186 | 50.0052 | MSSIM | 0.693 | 0.9515 | 0.6964 | 0.8322 | 0.952 | 0.9546 | MSAM | 0.0231 | 0.0112 | 0.0254 | 0.0186 | 0.0111 | 0.0104 |
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