Research Article
Remote Sensing Image Reconstruction Based on Improved Adaptive Tensor Nuclear Norm Minimization
Table 1
Quantitative evaluation of disparate methods on the emulated data in disparate conditions.
| Noise case | Evaluation index | Noise | ALS | ALM | LRTL | AWTC | TDL | TTSGD |
| Case 1 | MPSNR (dB) | 28.35 | 46.32 | 39.48 | 34.59 | 36.15 | 35.22 | 34.68 | MSSIM | 0.3485 | 0.9856 | 0.9712 | 0.931 | 0.9564 | 0.9416 | 0.8934 | ERGAS | 245.21 | 22.10 | 23.26 | 26.25 | 30.25 | 31.26 | 40.29 |
| Case 2 | MPSNR (dB) | 22.65 | 44.26 | 42.15 | 39.25 | 34.21 | 36.21 | 32.15 | MSSIM | 0.3324 | 0.9901 | 0.9851 | 0.9726 | 0.8901 | 0.9015 | 0.8541 | ERGAS | 268.25 | 25.21 | 26.29 | 50.26 | 101.27 | 104.58 | 52.16 |
| Case 3 | MPSNR (dB) | 15.16 | 43.25 | 43.26 | 37.25 | 29.54 | 25.62 | 30.21 | MSSIM | 0.1815 | 0.9908 | 0.9874 | 0.9526 | 0.9154 | 0.8564 | 0.8705 | ERGAS | 492.56 | 25.26 | 26.25 | 37.85 | 108.36 | 91.25 | 58.17 |
| Case 4 | MPSNR (dB) | 17.25 | 42.65 | 41.10 | 39.32 | 27.24 | 28.11 | 33.58 | MSSIM | 0.1814 | 0.9915 | 0.9899 | 0.9846 | 0.8436 | 0.8245 | 0.8801 | ERGAS | 531.21 | 23.25 | 23.98 | 56.44 | 123.25 | 129.00 | 62.15 |
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