Image Reconstruction on Peppers
34.88PSNR (dB)GPR-AMA(4)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GPR-AMA(4)Sample Density (%)=4.02014.02 | 34.88 | — | |
| GPRED(5)-ECSample Density (%)=4.02014.02 | 34.73 | — | |
| GPRSample Density (%)=4.02014.02 | 34.61 | — | |
| GPR-AMA(3)Sample Density (%)=4.02014.02 | 34.61 | — | |
| GPRED(5)-CDTSample Density (%)=4.02014.02 | 34.47 | — | |
| GPR-AMA(4)Sample Density (%)=3.02014.02 | 34.23 | — | |
| GPR-AMA(2)Sample Density (%)=4.02014.02 | 34.08 | — | |
| GPRSample Density (%)=3.02014.02 | 34.01 | — | |
| GPR-AMA(3)Sample Density (%)=3.02014.02 | 33.98 | — | |
| GPRED(5)-ECSample Density (%)=3.02014.02 | 33.96 | — | |
| GPRED(5)-CDTSample Density (%)=3.02014.02 | 33.75 | — | |
| GPR-AMA(2)Sample Density (%)=3.02014.02 | 33.41 | — | |
| GPR-AMA(4)Sample Density (%)=2.02014.02 | 33.24 | — | |
| GPRSample Density (%)=2.02014.02 | 33.1 | — | |
| MH,3Sample Density (%)=6.02014.02 | 33.1 | — | |
| Maniso,3Sample Density (%)=6.02014.02 | 32.95 | — | |
| GPRED(5)-ECSample Density (%)=2.02014.02 | 32.86 | — | |
| GPR-AMA(3)Sample Density (%)=2.02014.02 | 32.86 | — | |
| GPRED(5)-CDTSample Density (%)=2.02014.02 | 32.61 | — | |
| GPR-AMA(2)Sample Density (%)=2.02014.02 | 32.18 | — | |
| Maniso,1Sample Density (%)=6.02014.02 | 32.01 | — | |
| MH,1Sample Density (%)=6.02014.02 | 31.9 | — | |
| MH,3Sample Density (%)=4.02014.02 | 31.86 | — | |
| Maniso,3Sample Density (%)=4.02014.02 | 31.86 | — | |
| GPRSample Density (%)=1.02014.02 | 31.12 | — | |
| Miso,3Sample Density (%)=6.02014.02 | 31.11 | — | |
| GPR-AMA(4)Sample Density (%)=1.02014.02 | 31.06 | — | |
| MH,3Sample Density (%)=3.02014.02 | 31.05 | — | |
| EDSample Density (%)=6.02014.02 | 31.03 | — | |
| Maniso,1Sample Density (%)=4.02014.02 | 30.94 | — | |
| Maniso,3Sample Density (%)=3.02014.02 | 30.89 | — | |
| MH,1Sample Density (%)=4.02014.02 | 30.74 | — | |
| GPRED(5)-ECSample Density (%)=1.02014.02 | 30.65 | — | |
| GPR-AMA(3)Sample Density (%)=1.02014.02 | 30.53 | — | |
| GPRED(5)-CDTSample Density (%)=1.02014.02 | 30.22 | — | |
| Maniso,1Sample Density (%)=3.02014.02 | 30.01 | — | |
| MH,1Sample Density (%)=3.02014.02 | 29.65 | — | |
| EDSample Density (%)=4.02014.02 | 29.57 | — | |
| Maniso,3Sample Density (%)=2.02014.02 | 29.36 | — | |
| MH,3Sample Density (%)=2.02014.02 | 29.34 | — | |
| GPR-AMA(2)Sample Density (%)=1.02014.02 | 29.31 | — | |
| Miso,3Sample Density (%)=4.02014.02 | 29.14 | — | |
| Maniso,1Sample Density (%)=2.02014.02 | 28.55 | — | |
| Miso,3Sample Density (%)=3.02014.02 | 28.31 | — | |
| MH,1Sample Density (%)=2.02014.02 | 28.16 | — | |
| EDSample Density (%)=3.02014.02 | 28.05 | — | |
| MH,3Sample Density (%)=1.02014.02 | 26.31 | — | |
| Miso,3Sample Density (%)=2.02014.02 | 26.1 | — | |
| Maniso,3Sample Density (%)=1.02014.02 | 25.8 | — | |
| Maniso,1Sample Density (%)=1.02014.02 | 25.69 | — | |
| EDSample Density (%)=2.02014.02 | 25.3 | — | |
| MH,1Sample Density (%)=1.02014.02 | 25.01 | — | |
| Miso,3Sample Density (%)=1.02014.02 | 23.5 | — | |
| Upper BoundAperture=Circular 2r/H = 1.0, Noise level (sigma_z)=25, Looks (L)=10, alpha=0.02026.04 | 23.42 | 68.52 | |
| MLE-Holography-MarkovAperture=Circular 2r/H = 1.0, Noise level (sigma_z)=25, Looks (L)=10, alpha=0.52026.04 | 23.39 | 68.09 | |
| MLE-Holography-MarkovAperture=Circular 2r/H = 1.0, Noise level (sigma_z)=25, Looks (L)=10, alpha=0.22026.04 | 23.35 | 67.82 | |
| Upper BoundAperture=Circular 2r/H = 1.0, Noise level (sigma_z)=15, Looks (L)=10, alpha=0.02026.04 | 23.31 | 68.04 | |
| Upper BoundAperture=Annular, Noise level (sigma_z)=25, Looks (L)=10, alpha=0.02026.04 | 23.31 | 68.01 | |
| MLE-Holography-MarkovAperture=Circular 2r/H = 1.0, Noise level (sigma_z)=15, Looks (L)=10, alpha=0.52026.04 | 23.3 | 68.14 | |
| MLE-Holography-MarkovAperture=Circular 2r/H = 1.0, Noise level (sigma_z)=15, Looks (L)=10, alpha=0.22026.04 | 23.29 | 68.05 | |
| MLE-Holography-MarkovAperture=Annular, Noise level (sigma_z)=25, Looks (L)=10, alpha=0.22026.04 | 23.27 | 67.74 | |
| Baseline [22]Aperture=Circular 2r/H = 1.0, Noise level (sigma_z)=15, Looks (L)=10, alpha=0.22026.04 | 23.26 | 67.74 | |
| MLE-Holography-MarkovAperture=Annular, Noise level (sigma_z)=15, Looks (L)=10, alpha=0.22026.04 | 23.26 | 68.16 | |
| Baseline [22]Aperture=Circular 2r/H = 1.0, Noise level (sigma_z)=25, Looks (L)=10, alpha=0.22026.04 | 23.24 | 67.44 | |
| Upper BoundAperture=Annular, Noise level (sigma_z)=15, Looks (L)=10, alpha=0.02026.04 | 23.21 | 67.77 | |
| Baseline [22]Aperture=Annular, Noise level (sigma_z)=25, Looks (L)=10, alpha=0.22026.04 | 23.21 | 67.23 | |
| MLE-Holography-MarkovAperture=Annular, Noise level (sigma_z)=25, Looks (L)=10, alpha=0.52026.04 | 23.19 | 67.81 | |
| Baseline [22]Aperture=Annular, Noise level (sigma_z)=15, Looks (L)=10, alpha=0.22026.04 | 23.17 | 67.01 | |
| MLE-Holography-MarkovAperture=Annular, Noise level (sigma_z)=15, Looks (L)=10, alpha=0.52026.04 | 23.15 | 67.8 | |
| Baseline [22]Aperture=Circular 2r/H = 1.0, Noise level (sigma_z)=25, Looks (L)=10, alpha=0.52026.04 | 22.94 | 64.56 | |
| Baseline [22]Aperture=Annular, Noise level (sigma_z)=25, Looks (L)=10, alpha=0.52026.04 | 22.84 | 64.18 | |
| Baseline [22]Aperture=Circular 2r/H = 1.0, Noise level (sigma_z)=15, Looks (L)=10, alpha=0.52026.04 | 22.81 | 64.17 | |
| MLE-Holography-MarkovAperture=Circular 2r/H = 1.0, Noise level (sigma_z)=25, Looks (L)=10, alpha=0.82026.04 | 22.8 | 66.03 | |
| MLE-Holography-MarkovAperture=Circular 2r/H = 1.0, Noise level (sigma_z)=15, Looks (L)=10, alpha=0.82026.04 | 22.79 | 66.33 | |
| Baseline [22]Aperture=Annular, Noise level (sigma_z)=15, Looks (L)=10, alpha=0.52026.04 | 22.79 | 63.98 | |
| Upper BoundAperture=Circular 2r/H = 0.8, Noise level (sigma_z)=25, Looks (L)=10, alpha=0.02026.04 | 22.7 | 65.76 | |
| MLE-Holography-MarkovAperture=Circular 2r/H = 0.8, Noise level (sigma_z)=25, Looks (L)=10, alpha=0.22026.04 | 22.7 | 65.93 | |
| Baseline [22]Aperture=Circular 2r/H = 0.8, Noise level (sigma_z)=25, Looks (L)=10, alpha=0.22026.04 | 22.67 | 65.58 | |
| Upper BoundAperture=Circular 2r/H = 0.8, Noise level (sigma_z)=15, Looks (L)=10, alpha=0.02026.04 | 22.65 | 66.15 | |
| MLE-Holography-MarkovAperture=Circular 2r/H = 0.8, Noise level (sigma_z)=15, Looks (L)=10, alpha=0.22026.04 | 22.57 | 66.09 | |
| MLE-Holography-MarkovAperture=Annular, Noise level (sigma_z)=15, Looks (L)=10, alpha=0.82026.04 | 22.56 | 66.16 | |
| Baseline [22]Aperture=Circular 2r/H = 0.8, Noise level (sigma_z)=15, Looks (L)=10, alpha=0.22026.04 | 22.55 | 65.45 | |
| MLE-Holography-MarkovAperture=Circular 2r/H = 0.8, Noise level (sigma_z)=15, Looks (L)=10, alpha=0.52026.04 | 22.42 | 65.77 | |
| MLE-Holography-MarkovAperture=Circular 2r/H = 0.8, Noise level (sigma_z)=25, Looks (L)=10, alpha=0.52026.04 | 22.41 | 65.73 | |
| Upper BoundAperture=Circular 2r/H = 1.0, Noise level (sigma_z)=15, Looks (L)=4, alpha=0.02026.04 | 22.34 | 61.53 | |
| Upper BoundAperture=Circular 2r/H = 1.0, Noise level (sigma_z)=25, Looks (L)=4, alpha=0.02026.04 | 22.34 | 61.41 | |
| MLE-Holography-MarkovAperture=Circular 2r/H = 1.0, Noise level (sigma_z)=25, Looks (L)=4, alpha=0.22026.04 | 22.33 | 61.19 | |
| MLE-Holography-MarkovAperture=Annular, Noise level (sigma_z)=25, Looks (L)=10, alpha=0.82026.04 | 22.33 | 65.89 | |
| MLE-Holography-MarkovAperture=Circular 2r/H = 1.0, Noise level (sigma_z)=15, Looks (L)=4, alpha=0.22026.04 | 22.29 | 61.43 | |
| MLE-Holography-MarkovAperture=Circular 2r/H = 1.0, Noise level (sigma_z)=25, Looks (L)=4, alpha=0.52026.04 | 22.29 | 61.06 | |
| Baseline [22]Aperture=Circular 2r/H = 1.0, Noise level (sigma_z)=25, Looks (L)=4, alpha=0.22026.04 | 22.26 | 60.95 | |
| MLE-Holography-MarkovAperture=Circular 2r/H = 1.0, Noise level (sigma_z)=15, Looks (L)=4, alpha=0.52026.04 | 22.24 | 60.96 | |
| Baseline [22]Aperture=Circular 2r/H = 0.8, Noise level (sigma_z)=25, Looks (L)=10, alpha=0.52026.04 | 22.22 | 61.77 | |
| Baseline [22]Aperture=Circular 2r/H = 1.0, Noise level (sigma_z)=15, Looks (L)=4, alpha=0.22026.04 | 22.22 | 61.01 | |
| Upper BoundAperture=Annular, Noise level (sigma_z)=25, Looks (L)=4, alpha=0.02026.04 | 22.19 | 61.38 | |
| MLE-Holography-MarkovAperture=Annular, Noise level (sigma_z)=25, Looks (L)=4, alpha=0.22026.04 | 22.19 | 61.36 | |
| Upper BoundAperture=Annular, Noise level (sigma_z)=15, Looks (L)=4, alpha=0.02026.04 | 22.13 | 61.21 | |
| MLE-Holography-MarkovAperture=Annular, Noise level (sigma_z)=15, Looks (L)=4, alpha=0.22026.04 | 22.13 | 61.18 | |
| Baseline [22]Aperture=Circular 2r/H = 0.8, Noise level (sigma_z)=15, Looks (L)=10, alpha=0.52026.04 | 22.12 | 62.17 | |
| MLE-Holography-MarkovAperture=Annular, Noise level (sigma_z)=25, Looks (L)=4, alpha=0.52026.04 | 22.09 | 60.87 |