Open Access
Table 8
Ablation studies using single-band and dual-band trained models to restore the whole first testing set to verify the effectiveness of cascaded two-stage manner, PWC-net, TSP, TSA, and HEM module of our proposed network.
Two-stage | PWC | TSP | TSA | HEM | PSNRsingle/dual | SSIMsingle/dual | |
---|---|---|---|---|---|---|---|
w/o(a) Two-stage | ✗ | ✓ | ✓ | ✓ | ✓ | 34.51/34.32 | 0.9156/0.9137 |
w/o PWC&TSP | ✓ | ✗ | ✗ | ✓ | ✓ | 34.78/34.55 | 0.9174/0.9151 |
w/o TSP | ✓ | ✓ | ✗ | ✓ | ✓ | 34.91/34.68 | 0.9196/0.9171 |
w/o TSA | ✓ | ✓ | ✓ | ✗ | ✓ | 35.02/34.90 | 0.9217/0.9205 |
w/o HEM | ✓ | ✓ | ✓ | ✓ | ✗ | 35.29/34.90 | 0.9241/0.9203 |
CTSAN | ✓ | ✓ | ✓ | ✓ | ✓ | 35.34/35.04 | 0.9255/0.9215 |
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