Light Field Super-Resolution on INRIA
32.5PSNRGTF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GTFParams (M)=16.26, FLOPs (G)=335, EPSW=true, TTA=true2026.05 | 32.5 | 95.63 | |
| SMART#Params.=1.98M, Upscaling Factor=X42026.07 | 32.458 | 0.954 | |
| GTF-TinyParams (M)=0.915, FLOPs (G)=19.8, EPSW=true, TTA=false2026.05 | 32.08 | 95.24 | |
| LFmamba#Params.=2.30M, Upscaling Factor=X42026.07 | 31.808 | 0.9551 | |
| GTFParams (M)=16.26, FLOPs (G)=335, EPSW=false, TTA=false2026.05 | 31.73 | 95.54 | |
| L2Fmamba#Params.=1.09M, Upscaling Factor=X42026.07 | 31.728 | 0.9543 | |
| LF-DETParams (M)=1.69, FLOPs (G)=51.2, EPSW=false, TTA=false2026.05 | 31.39 | 95.34 | |
| LF-DET#Params.=1.66M, Upscaling Factor=X42026.07 | 31.389 | 0.9534 | |
| EPIT#Params.=1.47M, Upscaling Factor=X42026.07 | 31.372 | 0.9526 | |
| EPITParams (M)=1.47, FLOPs (G)=75.0, EPSW=false, TTA=false2026.05 | 31.37 | 95.26 | |
| LFSSR-SAV#Params.=1.54M, Upscaling Factor=X42026.07 | 31.27 | 0.9531 | |
| HLFSR-SSR#Params.=13.87M, Upscaling Factor=X42026.07 | 31.241 | 0.9534 | |
| MLFSR#Params.=1.41M, Upscaling Factor=X42026.07 | 31.241 | 0.9531 | |
| HLFSRParams (M)=13.87, FLOPs (G)=182.5, EPSW=false, TTA=false2026.05 | 31.24 | 95.34 | |
| LFT#Params.=1.16M, Upscaling Factor=X42026.07 | 31.205 | 0.9524 | |
| LFTParams (M)=1.16, FLOPs (G)=57.6, EPSW=false, TTA=false2026.05 | 31.2 | 95.24 | |
| IINetParams (M)=4.88, FLOPs (G)=57.4, EPSW=false, TTA=false2026.05 | 31.08 | 95.15 | |
| LF-IINet#Params.=4.89M, Upscaling Factor=X42026.07 | 31.034 | 0.9515 | |
| DistgSSR#Params.=3.58M, Upscaling Factor=X42026.07 | 30.994 | 0.9519 | |
| DistgSSRParams (M)=3.58, FLOPs (G)=65.4, EPSW=false, TTA=false2026.05 | 30.99 | 95.19 | |
| DPT#Params.=3.79M, Upscaling Factor=X42026.07 | 30.964 | 0.9503 | |
| DPTParams (M)=3.78, FLOPs (G)=66.6, EPSW=false, TTA=false2026.05 | 30.96 | 95.03 | |
| LF-DFnetParams (M)=—, FLOPs (G)=—, EPSW=false, TTA=false2026.05 | 30.83 | 95.03 | |
| LF-DFnet#Params.=3.99M, Upscaling Factor=X42026.07 | 30.826 | 0.9503 | |
| LF-InterNet#Params.=5.48M, Upscaling Factor=X42026.07 | 30.777 | 0.9491 | |
| LF-ATO#Params.=1.36M, Upscaling Factor=X42026.07 | 30.711 | 0.9484 | |
| LF-ATOParams (M)=1.36, FLOPs (G)=687.0, EPSW=false, TTA=false2026.05 | 30.71 | 94.84 | |
| MEG-Net#Params.=1.78M, Upscaling Factor=X42026.07 | 30.674 | 0.949 | |
| MEG-NetParams (M)=1.77, FLOPs (G)=102.2, EPSW=false, TTA=false2026.05 | 30.66 | 94.9 | |
| LF-InterNetParams (M)=5.48, FLOPs (G)=50.1, EPSW=false, TTA=false2026.05 | 30.64 | 94.91 | |
| LFSSR#Params.=1.77M, Upscaling Factor=X42026.07 | 30.585 | 0.9467 | |
| resLFParams (M)=8.64, FLOPs (G)=39.7, EPSW=false, TTA=false2026.05 | 30.34 | 94.12 | |
| resLF#Params.=8.65M, Upscaling Factor=X42026.07 | 30.338 | 0.9412 | |
| LFSSRParams (M)=1.77, FLOPs (G)=128.4, EPSW=false, TTA=false2026.05 | 30.31 | 94.67 | |
| RCAN#Params.=15.36M, Upscaling Factor=X42026.07 | 29.805 | 0.9276 | |
| RCANParams (M)=15.36, FLOPs (G)=408.5, EPSW=false, TTA=false2026.05 | 29.76 | 92.76 | |
| EDSRParams (M)=38.89, FLOPs (G)=1017, EPSW=false, TTA=false2026.05 | 29.66 | 92.57 | |
| EDSR#Params.=38.89M, Upscaling Factor=X42026.07 | 29.656 | 0.9257 | |
| VDSR#Params.=0.67M, Upscaling Factor=X42026.07 | 29.186 | 0.9204 | |
| BicubicUpscaling Factor=X42026.07 | 26.952 | 0.8867 | |
| BicubicParams (M)=—, FLOPs (G)=—, EPSW=false, TTA=false2026.05 | 26.95 | 88.67 | |
| BilinearUpscaling Factor=X42026.07 | 26.226 | 0.8757 |