Light Field Super-Resolution on EPFL
30.39PSNRGTF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GTFParams (M)=16.26, FLOPs (G)=335, EPSW=true, TTA=true2026.05 | 30.39 | 92.62 | |
| SMART#Params.=1.98M, Upscaling Factor=X42026.07 | 30.284 | 0.9243 | |
| GTF-TinyParams (M)=0.915, FLOPs (G)=19.8, EPSW=true, TTA=false2026.05 | 29.88 | 91.97 | |
| LFmamba#Params.=2.30M, Upscaling Factor=X42026.07 | 29.84 | 0.9256 | |
| GTFParams (M)=16.26, FLOPs (G)=335, EPSW=false, TTA=false2026.05 | 29.82 | 92.5 | |
| L2Fmamba#Params.=1.09M, Upscaling Factor=X42026.07 | 29.681 | 0.9233 | |
| LF-DET#Params.=1.66M, Upscaling Factor=X42026.07 | 29.473 | 0.923 | |
| LF-DETParams (M)=1.69, FLOPs (G)=51.2, EPSW=false, TTA=false2026.05 | 29.47 | 92.3 | |
| LFSSR-SAV#Params.=1.54M, Upscaling Factor=X42026.07 | 29.368 | 0.9223 | |
| EPITParams (M)=1.47, FLOPs (G)=75.0, EPSW=false, TTA=false2026.05 | 29.34 | 91.97 | |
| EPIT#Params.=1.47M, Upscaling Factor=X42026.07 | 29.339 | 0.9197 | |
| MLFSR#Params.=1.41M, Upscaling Factor=X42026.07 | 29.283 | 0.9218 | |
| LFT#Params.=1.16M, Upscaling Factor=X42026.07 | 29.255 | 0.921 | |
| LFTParams (M)=1.16, FLOPs (G)=57.6, EPSW=false, TTA=false2026.05 | 29.25 | 92.1 | |
| HLFSRParams (M)=13.87, FLOPs (G)=182.5, EPSW=false, TTA=false2026.05 | 29.2 | 92.22 | |
| HLFSR-SSR#Params.=13.87M, Upscaling Factor=X42026.07 | 29.196 | 0.9222 | |
| IINetParams (M)=4.88, FLOPs (G)=57.4, EPSW=false, TTA=false2026.05 | 29.11 | 91.88 | |
| LF-IINet#Params.=4.89M, Upscaling Factor=X42026.07 | 29.038 | 0.9188 | |
| DistgSSR#Params.=3.58M, Upscaling Factor=X42026.07 | 28.992 | 0.9195 | |
| DistgSSRParams (M)=3.58, FLOPs (G)=65.4, EPSW=false, TTA=false2026.05 | 28.99 | 91.95 | |
| DPT#Params.=3.79M, Upscaling Factor=X42026.07 | 28.939 | 0.917 | |
| DPTParams (M)=3.78, FLOPs (G)=66.6, EPSW=false, TTA=false2026.05 | 28.93 | 91.7 | |
| LF-InterNet#Params.=5.48M, Upscaling Factor=X42026.07 | 28.812 | 0.9162 | |
| LF-DFnet#Params.=3.99M, Upscaling Factor=X42026.07 | 28.774 | 0.9165 | |
| LF-DFnetParams (M)=—, FLOPs (G)=—, EPSW=false, TTA=false2026.05 | 28.77 | 91.65 | |
| MEG-Net#Params.=1.78M, Upscaling Factor=X42026.07 | 28.749 | 0.916 | |
| MEG-NetParams (M)=1.77, FLOPs (G)=102.2, EPSW=false, TTA=false2026.05 | 28.74 | 91.6 | |
| LF-InterNetParams (M)=5.48, FLOPs (G)=50.1, EPSW=false, TTA=false2026.05 | 28.67 | 91.62 | |
| LFSSR#Params.=1.77M, Upscaling Factor=X42026.07 | 28.596 | 0.9118 | |
| LF-ATOParams (M)=1.36, FLOPs (G)=687.0, EPSW=false, TTA=false2026.05 | 28.52 | 91.15 | |
| LF-ATO#Params.=1.36M, Upscaling Factor=X42026.07 | 28.514 | 0.9115 | |
| resLFParams (M)=8.64, FLOPs (G)=39.7, EPSW=false, TTA=false2026.05 | 28.27 | 90.35 | |
| LFSSRParams (M)=1.77, FLOPs (G)=128.4, EPSW=false, TTA=false2026.05 | 28.27 | 91.18 | |
| resLF#Params.=8.65M, Upscaling Factor=X42026.07 | 28.26 | 0.9035 | |
| RCAN#Params.=15.36M, Upscaling Factor=X42026.07 | 27.907 | 0.8863 | |
| RCANParams (M)=15.36, FLOPs (G)=408.5, EPSW=false, TTA=false2026.05 | 27.88 | 88.63 | |
| EDSRParams (M)=38.89, FLOPs (G)=1017, EPSW=false, TTA=false2026.05 | 27.84 | 88.54 | |
| EDSR#Params.=38.89M, Upscaling Factor=X42026.07 | 27.833 | 0.8854 | |
| VDSR#Params.=0.67M, Upscaling Factor=X42026.07 | 27.246 | 0.8777 | |
| BicubicUpscaling Factor=X42026.07 | 25.264 | 0.8324 | |
| BicubicParams (M)=—, FLOPs (G)=—, EPSW=false, TTA=false2026.05 | 25.26 | 83.24 | |
| BilinearUpscaling Factor=X42026.07 | 24.567 | 0.8158 |