HSI Reconstruction on KAIST 10 scenes (Scene2)
40.95PSNRRDLUF-MixS2
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RDLUF-MixS2Number of stages=92022.11 | 40.95 | 97.7 | |
| RDLUF-MixS2Number of stages=72022.11 | 40.45 | 97.6 | |
| RDLUF-MixS2Number of stages=52022.11 | 39.39 | 97.1 | |
| DAUHST-9stgNumber of stages=92022.11 | 39.02 | 96.7 | |
| RDLUF-MixS2Number of stages=32022.11 | 38.48 | 96.5 | |
| CST-L*Model size=Large2022.11 | 36.84 | 95.5 | |
| CST-L+Category=Transformer (Supervised)2023.11 | 36.79 | 95.7 | |
| MST++Category=Transformer (Supervised)2023.11 | 36.22 | 94.9 | |
| MST-LCategory=Transformer (Supervised)2023.11 | 36.13 | 94.8 | |
| MST-LModel size=Large2022.11 | 35.87 | 94.4 | |
| HDNet2022.11 | 35.67 | 94 | |
| HDNetCategory=Transformer (Supervised)2023.11 | 35.64 | 94.3 | |
| DiffSCICategory=Zero-Shot2023.11 | 34.6 | 90.5 | |
| ADMM-NetCategory=Deep Unfolding (Supervised)2023.11 | 33.57 | 90.4 | |
| GAP-NetCategory=Deep Unfolding (Supervised)2023.11 | 33.19 | 90.2 | |
| HDNet2022.03 | 32.52 | 95.31 | |
| DGSMP2022.03 | 32.09 | 89.77 | |
| DGSMPCategory=Deep Unfolding (Supervised)2023.11 | 32.09 | 89.8 | |
| DGSMP2022.11 | 32.09 | 89.8 | |
| DNU2022.03 | 31.13 | 84.64 | |
| DNU2022.11 | 31.13 | 84.6 | |
| HSSP2022.03 | 31.09 | 84.22 | |
| HSSP2022.11 | 31.09 | 84.2 | |
| TSA-NetCategory=CNN (Supervised)2023.11 | 31.03 | 86.3 | |
| TSA-Net2022.03 | 31 | 85.83 | |
| λ-Net2022.03 | 28.49 | 80.54 | |
| λ-NetCategory=CNN (Supervised)2023.11 | 28.49 | 80.5 | |
| PnP-CASSICategory=PnP (Zero-Shot)2023.11 | 28.05 | 70.8 | |
| HLRTFCategory=Tensor Network (Self-Supervised)2023.11 | 26.24 | 67.9 | |
| DeSCICategory=Model2023.11 | 26 | 70.1 | |
| DIP-HSICategory=PnP (Zero-Shot)2023.11 | 25.89 | 69.9 | |
| DeSCI2022.03 | 23.04 | 61.98 | |
| DeSCI2022.11 | 23.04 | 62 | |
| TwIST2022.03 | 23.02 | 60.38 | |
| TwISTCategory=Model2023.11 | 23.02 | 60.4 | |
| TwIST2022.11 | 23.02 | 60.4 | |
| GAP-TV2022.03 | 22.89 | 61.03 | |
| GAP-TV2022.11 | 22.89 | 61 | |
| GAP-TVCategory=Model2023.11 | 21.66 | 72.4 |