Image Reconstruction on Unrolling Experiment Dataset
98.99SSIMEq. (6)
Evaluation results
| Method | Links | |
|---|---|---|
| Eq. (6)SNR=inf, m/n=0.6, Backbone=unfolded ISTA-Net, p=0.852022.11 | 98.99 | |
| Eq. (6)SNR=inf, m/n=0.6, Backbone=unfolded LISTA, p=0.852022.11 | 98.9 | |
| Eq. (6)SNR=30dB, m/n=0.6, Backbone=unfolded ISTA-Net, p=0.852022.11 | 98.59 | |
| Eq. (10)SNR=inf, m/n=0.6, Backbone=unfolded ISTA-Net2022.11 | 98.31 | |
| Eq. (10)SNR=30dB, m/n=0.6, Backbone=unfolded ISTA-Net2022.11 | 98.04 | |
| Eq. (10)SNR=inf, m/n=0.6, Backbone=unfolded LISTA2022.11 | 97.98 | |
| Eq. (8)SNR=inf, m/n=0.6, Backbone=unfolded ISTA-Net2022.11 | 97.63 | |
| Eq. (8)SNR=30dB, m/n=0.6, Backbone=unfolded ISTA-Net2022.11 | 97.49 | |
| Eq. (6)SNR=inf, m/n=0.4, Backbone=unfolded ISTA-Net, p=0.852022.11 | 97.33 | |
| Eq. (8)SNR=inf, m/n=0.6, Backbone=unfolded LISTA2022.11 | 97.08 | |
| Eq. (7)SNR=inf, m/n=0.6, Backbone=unfolded ISTA-Net2022.11 | 96.97 | |
| Eq. (7)SNR=30dB, m/n=0.6, Backbone=unfolded ISTA-Net2022.11 | 96.95 | |
| Eq. (10)SNR=inf, m/n=0.4, Backbone=unfolded ISTA-Net2022.11 | 96.68 | |
| Eq. (6)SNR=30dB, m/n=0.4, Backbone=unfolded ISTA-Net, p=0.852022.11 | 96.41 | |
| Eq. (9)SNR=30dB, m/n=0.6, Backbone=unfolded ISTA-Net2022.11 | 96.41 | |
| Eq. (9)SNR=inf, m/n=0.6, Backbone=unfolded ISTA-Net2022.11 | 96.32 | |
| Eq. (7)SNR=inf, m/n=0.6, Backbone=unfolded LISTA2022.11 | 96.2 | |
| Eq. (6)SNR=30dB, m/n=0.6, Backbone=unfolded LISTA, p=0.852022.11 | 96.19 | |
| Eq. (6)SNR=20dB, m/n=0.6, Backbone=unfolded ISTA-Net, p=0.852022.11 | 96.11 | |
| Eq. (6)SNR=inf, m/n=0.4, Backbone=unfolded LISTA, p=0.852022.11 | 96.1 | |
| Eq. (8)SNR=inf, m/n=0.4, Backbone=unfolded ISTA-Net2022.11 | 96.04 | |
| Eq. (10)SNR=30dB, m/n=0.6, Backbone=unfolded LISTA2022.11 | 95.94 | |
| l1-normSNR=30dB, m/n=0.6, Backbone=unfolded ISTA-Net2022.11 | 95.88 | |
| Eq. (10)SNR=20dB, m/n=0.6, Backbone=unfolded ISTA-Net2022.11 | 95.8 | |
| Eq. (10)SNR=30dB, m/n=0.4, Backbone=unfolded ISTA-Net2022.11 | 95.72 | |
| Eq. (8)SNR=30dB, m/n=0.6, Backbone=unfolded LISTA2022.11 | 95.69 | |
| l1-normSNR=inf, m/n=0.6, Backbone=unfolded ISTA-Net2022.11 | 95.67 | |
| Eq. (8)SNR=20dB, m/n=0.6, Backbone=unfolded ISTA-Net2022.11 | 95.5 | |
| Eq. (10)SNR=inf, m/n=0.4, Backbone=unfolded LISTA2022.11 | 95.47 | |
| Eq. (7)SNR=30dB, m/n=0.6, Backbone=unfolded LISTA2022.11 | 95.45 | |
| Eq. (7)SNR=inf, m/n=0.4, Backbone=unfolded ISTA-Net2022.11 | 95.41 | |
| Eq. (9)SNR=inf, m/n=0.6, Backbone=unfolded LISTA2022.11 | 95.33 | |
| Eq. (9)SNR=30dB, m/n=0.6, Backbone=unfolded LISTA2022.11 | 95.2 | |
| Eq. (7)SNR=20dB, m/n=0.6, Backbone=unfolded ISTA-Net2022.11 | 95.2 | |
| Eq. (6)SNR=30dB, m/n=0.4, Backbone=unfolded LISTA, p=0.852022.11 | 95.1 | |
| Eq. (8)SNR=30dB, m/n=0.4, Backbone=unfolded ISTA-Net2022.11 | 95.04 | |
| Eq. (6)SNR=20dB, m/n=0.4, Backbone=unfolded ISTA-Net, p=0.852022.11 | 95.01 | |
| Eq. (6)SNR=20dB, m/n=0.6, Backbone=unfolded LISTA, p=0.852022.11 | 94.98 | |
| l1-normSNR=30dB, m/n=0.6, Backbone=unfolded LISTA2022.11 | 94.96 | |
| Eq. (9)SNR=20dB, m/n=0.6, Backbone=unfolded ISTA-Net2022.11 | 94.9 | |
| Eq. (8)SNR=inf, m/n=0.4, Backbone=unfolded LISTA2022.11 | 94.85 | |
| Eq. (9)SNR=inf, m/n=0.4, Backbone=unfolded ISTA-Net2022.11 | 94.79 | |
| ReconNetSNR=30dB, m/n=0.6, Backbone=unfolded LISTA2022.11 | 94.72 | |
| Eq. (10)SNR=20dB, m/n=0.6, Backbone=unfolded LISTA2022.11 | 94.69 | |
| l1-normSNR=20dB, m/n=0.6, Backbone=unfolded ISTA-Net2022.11 | 94.6 | |
| l1-normSNR=inf, m/n=0.6, Backbone=unfolded LISTA2022.11 | 94.48 | |
| Eq. (10)SNR=30dB, m/n=0.4, Backbone=unfolded LISTA2022.11 | 94.45 | |
| Eq. (10)SNR=20dB, m/n=0.4, Backbone=unfolded ISTA-Net2022.11 | 94.41 | |
| Eq. (8)SNR=20dB, m/n=0.6, Backbone=unfolded LISTA2022.11 | 94.4 | |
| Eq. (7)SNR=30dB, m/n=0.4, Backbone=unfolded ISTA-Net2022.11 | 94.37 | |
| Eq. (7)SNR=inf, m/n=0.4, Backbone=unfolded LISTA2022.11 | 94.23 | |
| l1-normSNR=inf, m/n=0.4, Backbone=unfolded ISTA-Net2022.11 | 94.17 | |
| Eq. (7)SNR=20dB, m/n=0.6, Backbone=unfolded LISTA2022.11 | 94.11 | |
| Eq. (9)SNR=20dB, m/n=0.6, Backbone=unfolded LISTA2022.11 | 93.82 | |
| Eq. (8)SNR=20dB, m/n=0.4, Backbone=unfolded ISTA-Net2022.11 | 93.82 | |
| Eq. (8)SNR=30dB, m/n=0.4, Backbone=unfolded LISTA2022.11 | 93.81 | |
| Eq. (6)SNR=20dB, m/n=0.4, Backbone=unfolded LISTA, p=0.852022.11 | 93.7 | |
| Eq. (9)SNR=30dB, m/n=0.4, Backbone=unfolded ISTA-Net2022.11 | 93.7 | |
| ReconNetSNR=inf, m/n=0.6, Backbone=unfolded LISTA2022.11 | 93.64 | |
| Eq. (9)SNR=inf, m/n=0.4, Backbone=unfolded LISTA2022.11 | 93.63 | |
| l1-normSNR=20dB, m/n=0.6, Backbone=unfolded LISTA2022.11 | 93.53 | |
| Eq. (6)SNR=inf, m/n=0.2, Backbone=unfolded ISTA-Net, p=0.852022.11 | 93.5 | |
| ReconNetSNR=20dB, m/n=0.6, Backbone=unfolded LISTA2022.11 | 93.25 | |
| Eq. (7)SNR=20dB, m/n=0.4, Backbone=unfolded ISTA-Net2022.11 | 93.23 | |
| Eq. (7)SNR=30dB, m/n=0.4, Backbone=unfolded LISTA2022.11 | 93.18 | |
| Eq. (10)SNR=20dB, m/n=0.4, Backbone=unfolded LISTA2022.11 | 93.14 | |
| Eq. (10)SNR=inf, m/n=0.2, Backbone=unfolded ISTA-Net2022.11 | 93.06 | |
| l1-normSNR=30dB, m/n=0.4, Backbone=unfolded ISTA-Net2022.11 | 93.05 | |
| l1-normSNR=inf, m/n=0.4, Backbone=unfolded LISTA2022.11 | 93.03 | |
| Eq. (6)SNR=inf, m/n=0.2, Backbone=unfolded LISTA, p=0.852022.11 | 92.79 | |
| Eq. (9)SNR=20dB, m/n=0.4, Backbone=unfolded ISTA-Net2022.11 | 92.65 | |
| Eq. (8)SNR=inf, m/n=0.2, Backbone=unfolded ISTA-Net2022.11 | 92.62 | |
| Eq. (8)SNR=20dB, m/n=0.4, Backbone=unfolded LISTA2022.11 | 92.59 | |
| Eq. (9)SNR=30dB, m/n=0.4, Backbone=unfolded LISTA2022.11 | 92.55 | |
| ReconNetSNR=inf, m/n=0.4, Backbone=unfolded LISTA2022.11 | 92.44 | |
| Eq. (10)SNR=inf, m/n=0.2, Backbone=unfolded LISTA2022.11 | 92.3 | |
| Eq. (7)SNR=inf, m/n=0.2, Backbone=unfolded ISTA-Net2022.11 | 92.19 | |
| l1-normSNR=20dB, m/n=0.4, Backbone=unfolded ISTA-Net2022.11 | 92.08 | |
| Eq. (7)SNR=20dB, m/n=0.4, Backbone=unfolded LISTA2022.11 | 92.05 | |
| l1-normSNR=30dB, m/n=0.4, Backbone=unfolded LISTA2022.11 | 91.94 | |
| Eq. (8)SNR=inf, m/n=0.2, Backbone=unfolded LISTA2022.11 | 91.81 | |
| Eq. (9)SNR=inf, m/n=0.2, Backbone=unfolded ISTA-Net2022.11 | 91.76 | |
| Eq. (9)SNR=20dB, m/n=0.4, Backbone=unfolded LISTA2022.11 | 91.51 | |
| l1-normSNR=inf, m/n=0.2, Backbone=unfolded ISTA-Net2022.11 | 91.34 | |
| ReconNetSNR=30dB, m/n=0.4, Backbone=unfolded LISTA2022.11 | 91.33 | |
| Eq. (7)SNR=inf, m/n=0.2, Backbone=unfolded LISTA2022.11 | 91.32 | |
| l1-normSNR=20dB, m/n=0.4, Backbone=unfolded LISTA2022.11 | 90.98 | |
| Eq. (9)SNR=inf, m/n=0.2, Backbone=unfolded LISTA2022.11 | 90.84 | |
| ReconNetSNR=20dB, m/n=0.4, Backbone=unfolded LISTA2022.11 | 90.45 | |
| l1-normSNR=inf, m/n=0.2, Backbone=unfolded LISTA2022.11 | 90.37 | |
| ReconNetSNR=inf, m/n=0.2, Backbone=unfolded LISTA2022.11 | 89.9 | |
| Eq. (6)SNR=30dB, m/n=0.2, Backbone=unfolded ISTA-Net, p=0.852022.11 | 89.9 | |
| Eq. (10)SNR=30dB, m/n=0.2, Backbone=unfolded ISTA-Net2022.11 | 89.38 | |
| Eq. (8)SNR=30dB, m/n=0.2, Backbone=unfolded ISTA-Net2022.11 | 88.87 | |
| Eq. (6)SNR=30dB, m/n=0.2, Backbone=unfolded LISTA, p=0.852022.11 | 88.76 | |
| Eq. (10)SNR=30dB, m/n=0.2, Backbone=unfolded LISTA2022.11 | 88.44 | |
| Eq. (7)SNR=30dB, m/n=0.2, Backbone=unfolded ISTA-Net2022.11 | 88.36 | |
| Eq. (6)SNR=20dB, m/n=0.2, Backbone=unfolded ISTA-Net, p=0.852022.11 | 88.29 | |
| Eq. (8)SNR=30dB, m/n=0.2, Backbone=unfolded LISTA2022.11 | 88.12 | |
| Eq. (10)SNR=20dB, m/n=0.2, Backbone=unfolded ISTA-Net2022.11 | 88.01 |