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38.001PSNRDoubly Sparse Explicitly Conditioned Transform Learning
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Doubly Sparse Explicitly Conditioned Transform Learningσ=52026.06 | 38.001 | — | — | 98.7 | |
| DCTσ=52026.06 | 37.989 | — | — | 98.7 | |
| Sparse Breslerσ=52026.06 | 37.719 | — | — | 98.7 | |
| Dense Breslerσ=52026.06 | 37.689 | — | — | 98.7 | |
| Dense Conditionedσ=52026.06 | 37.679 | — | — | 98.7 | |
| Doubly Sparse Explicitly Conditioned Transform Learningσ=102026.06 | 34.034 | — | — | 96.8 | |
| DCTσ=102026.06 | 34.003 | — | — | 96.8 | |
| Sparse Breslerσ=102026.06 | 33.461 | — | — | 96.8 | |
| Dense Conditionedσ=102026.06 | 33.373 | — | — | 96.7 | |
| Dense Breslerσ=102026.06 | 33.338 | — | — | 96.7 | |
| Doubly Sparse Explicitly Conditioned Transform Learningσ=152026.06 | 31.671 | — | — | 94.8 | |
| DCTσ=152026.06 | 31.609 | — | — | 94.8 | |
| Sparse Breslerσ=152026.06 | 30.907 | — | — | 94.7 | |
| Dense Conditionedσ=152026.06 | 30.711 | — | — | 94.3 | |
| Dense Breslerσ=152026.06 | 30.699 | — | — | 94.4 | |
| INRRNoise Type=Gaussian (σ = 10)2023.03 | 30.6 | — | — | — | |
| INRNoise Type=Gaussian (σ = 10)2023.03 | 30.5 | — | — | — | |
| Doubly Sparse Explicitly Conditioned Transform Learningσ=202026.06 | 29.972 | — | — | 92.5 | |
| DCTσ=202026.06 | 29.903 | — | — | 92.4 | |
| Sparse Breslerσ=202026.06 | 29.173 | — | — | 92.2 | |
| Dense Conditionedσ=202026.06 | 28.892 | — | — | 91.5 | |
| Dense Breslerσ=202026.06 | 28.89 | — | — | 91.5 | |
| INRRNoise Type=Poisson (λ = 50)2023.03 | 27.1 | — | — | — | |
| INRNoise Type=Poisson (λ = 50)2023.03 | 27 | — | — | — | |
| INRRNoise Type=Salt & Pepper (r = 0.95)2023.03 | 25.8 | — | — | — | |
| INRNoise Type=Salt & Pepper (r = 0.95)2023.03 | 25.4 | — | — | — | |
| DPCA1bPSNRin=14.142024.11 | 25.232 | — | — | — | |
| DPCA1aPSNRin=14.142024.11 | 25.229 | — | — | — | |
| DPCA2PSNRin=14.142024.11 | 25.229 | — | — | — | |
| STV_ALM=152013.05 | 25.2 | 3 | 19.34 | — | |
| ICAPSNRin=14.142024.11 | 24.966 | — | — | — | |
| Algorithm 2M=152013.05 | 24.92 | 31 | 4.55 | — | |
| SPCAPSNRin=14.142024.11 | 24.916 | — | — | — | |
| GPowerPSNRin=14.142024.11 | 24.915 | — | — | — | |
| PLAD_EXPM=152013.05 | 24.65 | 32 | 2.82 | — | |
| PLAD_DIVM=152013.05 | 24.62 | 68 | 3.91 | — | |
| Algorithm 1M=152013.05 | 24.44 | 48 | 4.92 | — | |
| PCAPSNRin=14.142024.11 | 24.4 | — | — | — | |
| STV_ALM=102013.05 | 24.3 | 3 | 23.63 | — | |
| Algorithm 2M=102013.05 | 24.17 | 32 | 4.76 | — | |
| Algorithm 1M=102013.05 | 23.78 | 50 | 5.31 | — | |
| PLAD_EXPM=102013.05 | 23.63 | 46 | 3.34 | — | |
| PLAD_DIVM=102013.05 | 23.62 | 69 | 3.94 | — | |
| DPCA2PSNRin=11.222024.11 | 23.386 | — | — | — | |
| DPCA1bPSNRin=11.222024.11 | 23.362 | — | — | — | |
| DPCA1aPSNRin=11.222024.11 | 23.331 | — | — | — | |
| SPCAPSNRin=11.222024.11 | 23.136 | — | — | — | |
| GPowerPSNRin=11.222024.11 | 23.13 | — | — | — | |
| ICAPSNRin=11.222024.11 | 23.102 | — | — | — | |
| Algorithm 2M=52013.05 | 22.9 | 80 | 7.99 | — | |
| PCAPSNRin=11.222024.11 | 22.871 | — | — | — | |
| STV_ALM=52013.05 | 22.83 | 3 | 27.95 | — | |
| PLAD_EXPM=52013.05 | 22.73 | 54 | 3.81 | — | |
| Algorithm 1M=52013.05 | 22.72 | 53 | 5.53 | — | |
| PLAD_DIVM=52013.05 | 22.7 | 76 | 4.72 | — | |
| DCTσ=1002026.06 | 21.521 | — | — | 62.6 | |
| Sparse Breslerσ=1002026.06 | 21.29 | — | — | 61.8 | |
| Doubly Sparse Explicitly Conditioned Transform Learningσ=1002026.06 | 21.224 | — | — | 60.9 | |
| Dense Breslerσ=1002026.06 | 21.21 | — | — | 60.8 | |
| Dense Conditionedσ=1002026.06 | 21.209 | — | — | 60.8 |