Light Field Super-Resolution on STFgantry
32.84PSNRGTF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GTFParams (M)=16.26, FLOPs (G)=335, EPSW=true, TTA=true2026.05 | 32.84 | 96.08 | |
| SMART#Params.=1.98M, Upscaling Factor=X42026.07 | 32.572 | 95.97 | |
| GTFParams (M)=16.26, FLOPs (G)=335, EPSW=false, TTA=false2026.05 | 32.57 | 95.93 | |
| L2Fmamba#Params.=1.09M, Upscaling Factor=X42026.07 | 32.198 | 95.74 | |
| EPITParams (M)=1.47, FLOPs (G)=75.0, EPSW=false, TTA=false2026.05 | 32.18 | 95.71 | |
| EPIT#Params.=1.47M, Upscaling Factor=X42026.07 | 32.179 | 95.71 | |
| LF-DETParams (M)=1.69, FLOPs (G)=51.2, EPSW=false, TTA=false2026.05 | 32.14 | 95.73 | |
| LF-DET#Params.=1.66M, Upscaling Factor=X42026.07 | 32.139 | 95.73 | |
| MLFSR#Params.=1.41M, Upscaling Factor=X42026.07 | 32.029 | 95.67 | |
| LFTParams (M)=1.16, FLOPs (G)=57.6, EPSW=false, TTA=false2026.05 | 31.86 | 95.48 | |
| LFT#Params.=1.16M, Upscaling Factor=X42026.07 | 31.86 | 95.48 | |
| LFmamba#Params.=2.30M, Upscaling Factor=X42026.07 | 31.846 | 95.33 | |
| GTF-TinyParams (M)=0.915, FLOPs (G)=19.8, EPSW=true, TTA=false2026.05 | 31.75 | 95.34 | |
| DistgSSRParams (M)=3.58, FLOPs (G)=65.4, EPSW=false, TTA=false2026.05 | 31.65 | 95.35 | |
| DistgSSR#Params.=3.58M, Upscaling Factor=X42026.07 | 31.649 | 95.35 | |
| HLFSR-SSR#Params.=13.87M, Upscaling Factor=X42026.07 | 31.641 | 95.37 | |
| HLFSRParams (M)=13.87, FLOPs (G)=182.5, EPSW=false, TTA=false2026.05 | 31.64 | 95.37 | |
| LFSSR-SAV#Params.=1.54M, Upscaling Factor=X42026.07 | 31.362 | 95.05 | |
| LF-IINet#Params.=4.89M, Upscaling Factor=X42026.07 | 31.261 | 95.02 | |
| IINetParams (M)=4.88, FLOPs (G)=57.4, EPSW=false, TTA=false2026.05 | 31.21 | 95.02 | |
| LF-DFnetParams (M)=—, FLOPs (G)=—, EPSW=false, TTA=false2026.05 | 31.15 | 94.94 | |
| DPT#Params.=3.79M, Upscaling Factor=X42026.07 | 31.15 | 94.88 | |
| LF-DFnet#Params.=3.99M, Upscaling Factor=X42026.07 | 31.147 | 94.94 | |
| DPTParams (M)=3.78, FLOPs (G)=66.6, EPSW=false, TTA=false2026.05 | 31.14 | 94.88 | |
| MEG-Net#Params.=1.78M, Upscaling Factor=X42026.07 | 30.771 | 94.53 | |
| MEG-NetParams (M)=1.77, FLOPs (G)=102.2, EPSW=false, TTA=false2026.05 | 30.77 | 94.53 | |
| LF-ATOParams (M)=1.36, FLOPs (G)=687.0, EPSW=false, TTA=false2026.05 | 30.61 | 94.3 | |
| LF-ATO#Params.=1.36M, Upscaling Factor=X42026.07 | 30.607 | 94.3 | |
| LFSSR#Params.=1.77M, Upscaling Factor=X42026.07 | 30.57 | 94.26 | |
| LF-InterNetParams (M)=5.48, FLOPs (G)=50.1, EPSW=false, TTA=false2026.05 | 30.53 | 94.09 | |
| LF-InterNet#Params.=5.48M, Upscaling Factor=X42026.07 | 30.365 | 94.09 | |
| resLF#Params.=8.65M, Upscaling Factor=X42026.07 | 30.191 | 93.72 | |
| resLFParams (M)=8.64, FLOPs (G)=39.7, EPSW=false, TTA=false2026.05 | 30.19 | 93.72 | |
| LFSSRParams (M)=1.77, FLOPs (G)=128.4, EPSW=false, TTA=false2026.05 | 30.15 | 94.26 | |
| RCAN#Params.=15.36M, Upscaling Factor=X42026.07 | 29.021 | 91.31 | |
| RCANParams (M)=15.36, FLOPs (G)=408.5, EPSW=false, TTA=false2026.05 | 28.9 | 91.31 | |
| EDSR#Params.=38.89M, Upscaling Factor=X42026.07 | 28.703 | 90.72 | |
| EDSRParams (M)=38.89, FLOPs (G)=1017, EPSW=false, TTA=false2026.05 | 28.7 | 90.72 | |
| VDSR#Params.=0.67M, Upscaling Factor=X42026.07 | 28.506 | 90.09 | |
| BicubicParams (M)=—, FLOPs (G)=—, EPSW=false, TTA=false2026.05 | 26.09 | 84.52 | |
| BicubicUpscaling Factor=X42026.07 | 26.087 | 84.52 | |
| BilinearUpscaling Factor=X42026.07 | 25.203 | 82.61 |