Spectral Compressive Imaging reconstruction on 10 simulated scenes
39.91PSNR (Scene 1)DPU-9stg
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DPU-9stgReference=CVPR 2024, Params (M)=2.85, FLOPs (G)=49.262025.11 | 39.91 | 96.8 | 41.99 | 98.1 | 44.1 | 98 | 48.33 | 99 | 38.07 | 97.8 | 38.58 | 97.8 | 39.13 | 97.1 | 36.9 | 97.5 | 42.88 | 98.1 | 36.36 | 97 | 40.52 | 97.7 | |
| LRDUN-6stgReference=Ours, Params (M)=1.37, FLOPs (G)=20.452025.11 | 39.48 | 97 | 40.44 | 97.3 | 42.96 | 97.9 | 48.11 | 99.2 | 38.76 | 98.1 | 37.91 | 97.4 | 39.62 | 97.6 | 37.52 | 97.2 | 42.59 | 98.1 | 35.59 | 96.5 | 40.3 | 97.6 | |
| LRDUN-9stgReference=Ours, Params (M)=2.04, FLOPs (G)=30.582025.11 | 39.45 | 97.3 | 40.97 | 97.9 | 43.63 | 98.2 | 48.76 | 99.3 | 39.36 | 98.4 | 38.99 | 98 | 40.24 | 97.9 | 38.28 | 98.1 | 43.39 | 98.5 | 36.52 | 97.3 | 40.96 | 98.2 | |
| LRDUN-9stg*Reference=Ours, Params (M)=0.25, FLOPs (G)=30.582025.11 | 39.34 | 97.1 | 40.68 | 97.5 | 43.39 | 98.1 | 48.57 | 99.3 | 39.14 | 98.2 | 38.78 | 97.9 | 40.02 | 97.6 | 37.96 | 98 | 43.12 | 98.4 | 36.49 | 97.2 | 40.75 | 97.9 | |
| MiJUN-9stgReference=AAAI 2025, Params (M)=0.56, FLOPs (G)=73.672025.11 | 39.26 | 97.3 | 41.78 | 98.3 | 44.31 | 98.3 | 48.53 | 99.4 | 39.3 | 98.5 | 38.22 | 97.9 | 41 | 98.3 | 36.72 | 97.8 | 43.84 | 98.5 | 35.56 | 96.7 | 40.86 | 98.2 | |
| SSR-LReference=CVPR 2024, Params (M)=5.18, FLOPs (G)=78.932025.11 | 39.07 | 97 | 42.04 | 98.1 | 44.49 | 98 | 48.8 | 99 | 38.64 | 98 | 38.5 | 97.8 | 39.16 | 97.1 | 36.96 | 97.6 | 43.12 | 98.2 | 36.08 | 96.8 | 40.69 | 97.8 | |
| LRDUN-3stgReference=Ours, Params (M)=0.69, FLOPs (G)=10.262025.11 | 38.39 | 96.4 | 39.66 | 96.9 | 42.07 | 97.6 | 47.43 | 98.8 | 38.08 | 97.7 | 37.1 | 97.1 | 38.47 | 97 | 36.5 | 96.6 | 41.26 | 97.6 | 35.4 | 96.1 | 39.44 | 97.2 | |
| LADE-DUN-9stgReference=ECCV 2024, Params (M)=2.78, FLOPs (G)=88.682025.11 | 38.08 | 96.9 | 41.84 | 98.2 | 43.77 | 98.3 | 47.99 | 99.3 | 37.97 | 98 | 38.3 | 98 | 38.82 | 97.3 | 36.15 | 97.9 | 42.53 | 98.4 | 35.48 | 97 | 40.09 | 97.9 | |
| RDLUF-9stgReference=CVPR 2023, Params (M)=1.81, FLOPs (G)=115.342025.11 | 37.94 | 96.6 | 40.95 | 97.7 | 43.25 | 97.9 | 47.83 | 99 | 37.11 | 97.6 | 37.47 | 97.5 | 38.58 | 96.9 | 35.5 | 97 | 41.83 | 97.8 | 35.23 | 96.2 | 39.57 | 97.4 | |
| PADUT-12stgReference=ICCV 2023, Params (M)=5.38, FLOPs (G)=90.462025.11 | 37.36 | 96.2 | 40.43 | 97.8 | 42.38 | 97.9 | 46.62 | 99 | 36.26 | 97.4 | 37.27 | 97.4 | 37.83 | 96.6 | 35.33 | 97.4 | 40.86 | 97.8 | 34.55 | 96.3 | 38.89 | 97.4 | |
| DAUHST-9stgReference=NeurIPS 2022, Params (M)=6.15, FLOPs (G)=79.502025.11 | 37.25 | 95.8 | 39.02 | 96.7 | 41.05 | 97.1 | 46.15 | 98.3 | 35.8 | 96.9 | 37.08 | 97 | 37.57 | 96.3 | 35.1 | 96.6 | 40.02 | 97 | 34.59 | 95.6 | 38.36 | 96.7 | |
| BIRNATReference=TPAMI 2023, Params (M)=4.40, FLOPs (G)=2122.662025.11 | 36.79 | 95.1 | 37.89 | 95.7 | 40.61 | 97.1 | 46.94 | 99.5 | 35.42 | 96.4 | 35.3 | 95.9 | 36.58 | 95.5 | 33.96 | 95.6 | 39.47 | 97 | 32.8 | 93.8 | 37.58 | 96 | |
| S2TransformerReference=TPAMI 2025, Params (M)=1.80, FLOPs (G)=27.212025.11 | 36.17 | 94.9 | 37.57 | 95.8 | 37.29 | 95.7 | 42.96 | 97.5 | 34.4 | 96 | 36.44 | 96.5 | 35.41 | 94.6 | 34.5 | 96.2 | 36.54 | 95.9 | 33.57 | 95.2 | 36.48 | 95.8 | |
| CST-LReference=ECCV 2022, Params (M)=3.00, FLOPs (G)=40.012025.11 | 35.96 | 94.9 | 36.84 | 95.5 | 38.16 | 96.2 | 42.44 | 97.5 | 33.25 | 95.2 | 35.72 | 96.3 | 34.86 | 94.4 | 34.34 | 96.1 | 36.51 | 95.7 | 33.09 | 94.5 | 36.12 | 95.7 | |
| MST-LReference=CVPR 2022, Params (M)=2.03, FLOPs (G)=28.152025.11 | 35.4 | 94.1 | 35.87 | 94.4 | 36.51 | 95.3 | 42.27 | 97.3 | 32.77 | 94.7 | 34.8 | 95.5 | 33.66 | 92.5 | 32.67 | 94.8 | 35.39 | 94.9 | 32.5 | 94.1 | 35.18 | 94.8 | |
| GAP-NetReference=IJCV 2023, Params (M)=4.27, FLOPs (G)=78.582025.11 | 33.74 | 91.1 | 33.26 | 90 | 34.28 | 92.9 | 41.03 | 96.7 | 31.44 | 91.9 | 32.4 | 92.5 | 32.27 | 90.2 | 30.46 | 90.5 | 33.51 | 91.5 | 30.24 | 89.5 | 33.26 | 91.7 | |
| DGSMPReference=CVPR 2021, Params (M)=3.76, FLOPs (G)=646.652025.11 | 33.26 | 91.5 | 32.09 | 89.8 | 33.06 | 92.5 | 40.54 | 96.4 | 28.86 | 88.2 | 33.08 | 93.7 | 30.74 | 88.6 | 31.55 | 92.3 | 31.66 | 91.1 | 31.44 | 92.5 | 32.63 | 91.7 | |
| DIP-HSIReference=ICCV 2021, Params (M)=33.85, FLOPs (G)=64.422025.11 | 32.68 | 89 | 27.26 | 83.3 | 31.3 | 91.4 | 40.54 | 96.2 | 29.79 | 90 | 30.39 | 87.7 | 28.18 | 91.3 | 29.44 | 87.4 | 34.51 | 92.7 | 28.51 | 85.1 | 31.26 | 89.4 | |
| TSA-NetReference=ECCV 2020, Params (M)=44.25, FLOPs (G)=110.062025.11 | 32.03 | 89.2 | 31 | 85.8 | 32.25 | 91.5 | 39.19 | 95.3 | 29.39 | 88.4 | 31.44 | 90.8 | 30.32 | 87.8 | 29.35 | 88.8 | 30.01 | 89 | 29.59 | 87.4 | 31.46 | 89.4 | |
| λ-NetReference=ICCV 2019, Params (M)=62.64, FLOPs (G)=117.982025.11 | 30.1 | 84.9 | 28.49 | 80.5 | 27.73 | 87 | 37.01 | 93.4 | 26.19 | 81.7 | 28.64 | 85.3 | 26.47 | 80.6 | 26.09 | 83.1 | 27.5 | 82.6 | 27.13 | 81.6 | 28.53 | 84.1 | |
| DeSCIReference=TPAMI 20192025.11 | 27.13 | 74.8 | 23.04 | 62 | 26.62 | 81.8 | 34.96 | 89.7 | 23.94 | 70.6 | 22.38 | 68.3 | 24.45 | 74.3 | 22.03 | 67.3 | 24.56 | 73.2 | 23.59 | 58.7 | 25.27 | 72.1 | |
| GAP-TVReference=ICIP 20162025.11 | 26.82 | 75.4 | 22.89 | 61 | 26.31 | 80.2 | 30.65 | 85.2 | 23.64 | 70.3 | 21.85 | 66.3 | 23.76 | 68.8 | 21.98 | 65.5 | 22.62 | 68.2 | 23.1 | 58.4 | 24.36 | 69 | |
| TwISTReference=TIP 20172025.11 | 25.16 | 70 | 23.02 | 60.4 | 21.4 | 71.1 | 30.19 | 85.1 | 21.41 | 63.5 | 20.95 | 64.4 | 22.2 | 64.3 | 21.82 | 65 | 22.42 | 69 | 22.67 | 58.4 | 23.12 | 66.9 |