Hyperspectral Image Reconstruction on KAIST 10 simulation scenes (test)
40.39PSNRBlock-9
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Block-9Category=DUN, Learning Paradigm=Supervised, Reference=Ours, Params.=5.18M2026.02 | 40.39 | 0.98 | |
| LoRun-9Category=DUN, Learning Paradigm=Supervised, Reference=Ours, Params.=1.62M, gamma=102026.02 | 40.27 | 0.98 | |
| RCUMPCategory=DUN, Learning Paradigm=Supervised, Reference=TIP’24, Params.=9.03M2026.02 | 38.97 | 0.97 | |
| DAUHSTCategory=DUN, Learning Paradigm=Supervised, Reference=NeurIPS’22, Params.=6.15M2026.02 | 38.36 | 0.97 | |
| PSRSCICategory=Diffusion, Learning Paradigm=Supervised, Reference=ICLR’25, Params.=1312M2026.02 | 38.14 | 0.97 | |
| BIRNATCategory=RNN, Reference=TPAMI’23, Params.=4.40M2026.02 | 37.58 | 0.96 | |
| DWMTCategory=Transformer, Learning Paradigm=Supervised, Reference=AAAI’24, Params.=15.47M2026.02 | 36.83 | 0.96 | |
| CST-LParams=3.00M, GFLOPS=40.1, Sparsity ratio=02022.03 | 36.12 | 0.957 | |
| CST-LParams=3.00M, GFLOPS=27.812022.03 | 35.85 | 0.954 | |
| CST-MParams=1.36M, GFLOPS=16.912022.03 | 35.31 | 0.947 | |
| MST-LParams=2.03M, GFLOPS=28.152022.03 | 35.18 | 0.948 | |
| HDNetParams=2.37M, GFLOPS=154.762022.03 | 34.97 | 0.937 | |
| MST-MParams=1.50M, GFLOPS=18.072022.03 | 34.94 | 0.943 | |
| CST-SParams=1.20M, GFLOPS=11.672022.03 | 34.71 | 0.94 | |
| MST-SParams=0.93M, GFLOPS=12.962022.03 | 34.26 | 0.935 | |
| GAP-NetCategory=DUN, Learning Paradigm=Supervised, Reference=IJCV’23, Params.=4.27M2026.02 | 33.03 | 0.92 | |
| DGSMPParams=3.76M, GFLOPS=646.652022.03 | 32.63 | 0.925 | |
| TSA-NetParams=44.25M, GFLOPS=110.062022.03 | 31.46 | 0.894 | |
| TSA-NetCategory=CNN, Learning Paradigm=Supervised, Reference=ECCV’20, Params.=44.25M2026.02 | 31.36 | 0.89 | |
| DIP-HSIParams=33.85M, GFLOPS=64.422022.03 | 31.26 | 0.894 | |
| DNUParams=1.19M, GFLOPS=163.482022.03 | 30.74 | 0.863 | |
| HSSP2022.03 | 30.35 | 0.852 | |
| DIP-HSICategory=PnP, Learning Paradigm=Zero-Shot, Reference=ICCV’21, Params.=33.85M2026.02 | 29.75 | 0.8 | |
| PnP-CASSICategory=PnP, Learning Paradigm=Zero-Shot, Reference=PR’21, Params.=33.85M2026.02 | 28.55 | 0.77 | |
| λ-NetCategory=CNN, Learning Paradigm=Supervised, Reference=ICCV’19, Params.=62.64M2026.02 | 28.54 | 0.84 | |
| λ-netParams=62.64M, GFLOPS=117.982022.03 | 28.53 | 0.841 | |
| DeSCI2022.03 | 25.12 | 0.718 | |
| DeSCICategory=Iterative, Learning Paradigm=Traditional, Reference=TPAMI’192026.02 | 24.82 | 0.73 | |
| GAP-TV2022.03 | 24.36 | 0.721 | |
| TwIST2022.03 | 23.12 | 0.669 |