Research Article
Hyperspectral Compressed Sensing Reconstruction Applying Multi-TV Collaboration
Table 2
PQIs of different methods under five different sampling rates on Samson datasets.
| Sampling rate | Quality indices | Methods | ASSTV | SSTV | JTenRe3DTV | E-3DTV | HSSTV | MTV |
| 0.003 | MPSNR | 24.4036 | 21.9892 | 28.1722 | 21.5618 | 24.7519 | 31.1084 | MSSIM | 0.0681 | 0.0796 | 0.1581 | 0.004 | 0.1976 | 0.3305 | MSAM | 0.3089 | 0.3374 | 0.1931 | 0.3354 | 0.335 | 0.2633 |
| 0.01 | MPSNR | 27.4765 | 24.1515 | 32.3725 | 21.542 | 30.1827 | 36.9025 | MSSIM | 0.1694 | 0.1801 | 0.3415 | 0.0106 | 0.4092 | 0.6101 | MSAM | 0.281 | 0.3345 | 0.1193 | 0.3432 | 0.3313 | 0.1068 |
| 0.05 | MPSNR | 34.3302 | 38.4599 | 39.277 | 35.7765 | 40.9862 | 46.1154 | MSSIM | 0.4579 | 0.6319 | 0.6471 | 0.5504 | 0.7052 | 0.835 | MSAM | 0.1564 | 0.2326 | 0.0587 | 0.1008 | 0.1658 | 0.0394 |
| 0.1 | MPSNR | 37.7244 | 50.5965 | 42.3759 | 39.7955 | 50.4459 | 51.4501 | MSSIM | 0.6043 | 0.8416 | 0.7399 | 0.6601 | 0.8427 | 0.8909 | MSAM | 0.0955 | 0.0343 | 0.0416 | 0.0626 | 0.0338 | 0.0252 |
| 0.2 | MPSNR | 41.554 | 57.5884 | 45.5781 | 43.0431 | 57.812 | 56.9941 | MSSIM | 0.7353 | 0.9246 | 0.7995 | 0.74 | 0.9283 | 0.9298 | MSAM | 0.0628 | 0.0169 | 0.0332 | 0.0541 | 0.0165 | 0.0168 |
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