Research Article
Remote Sensing Image Reconstruction Based on Improved Adaptive Tensor Nuclear Norm Minimization
Table 2
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) | 25.67 | 50.29 | 48.26 | 40.26 | 29.26 | 44.26 | 34.39 | MSSIM | 0.2935 | 0.9526 | 0.9478 | 0.8963 | 0.9435 | 0.9528 | 0.8816 | ERGAS | 195.25 | 19.26 | 20.35 | 24.59 | 27.36 | 28.26 | 44.28 |
| Case 2 | MPSNR (dB) | 17.56 | 39.96 | 39.56 | 32.56 | 34.75 | 33.24 | 30.19 | MSSIM | 0.2486 | 0.9825 | 0.9545 | 0.9878 | 0.8548 | 0.9245 | 0.8274 | ERGAS | 27.22 | 19.48 | 19.99 | 48.25 | 110.24 | 108.55 | 79.54 |
| Case 3 | MPSNR (dB) | 12.01 | 48.65 | 37.55 | 34.26 | 29.08 | 26.55 | 27.25 | MSSIM | 0.1938 | 0.9810 | 0.9744 | 0.9556 | 0.9121 | 0.8377 | 0.8648 | ERGAS | 535.53 | 18.11 | 18.22 | 31.24 | 100.14 | 98.24 | 40.22 |
| Case 4 | MPSNR (dB) | 11.99 | 39.22 | 38.65 | 37.14 | 28.26 | 29.33 | 31.02 | MSSIM | 0.1639 | 0.9715 | 0.9156 | 0.9815 | 0.8021 | 0.7748 | 0.8125 | ERGAS | 519.26 | 20.55 | 22.10 | 57.15 | 118.26 | 131.05 | 55.28 |
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