Light Field Super-Resolution on HCI old
38.16PSNRGTF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GTFParams (M)=16.26, FLOPs (G)=335, EPSW=true, TTA=true2026.05 | 38.16 | 97.54 | |
| SMART#Params.=1.98M, Upscaling Factor=X42026.07 | 38.128 | 97.49 | |
| GTFParams (M)=16.26, FLOPs (G)=335, EPSW=false, TTA=false2026.05 | 38.01 | 97.49 | |
| LFmamba#Params.=2.30M, Upscaling Factor=X42026.07 | 37.912 | 97.48 | |
| L2Fmamba#Params.=1.09M, Upscaling Factor=X42026.07 | 37.864 | 97.45 | |
| LF-DET#Params.=1.66M, Upscaling Factor=X42026.07 | 37.843 | 97.44 | |
| LF-DETParams (M)=1.69, FLOPs (G)=51.2, EPSW=false, TTA=false2026.05 | 37.84 | 97.44 | |
| MLFSR#Params.=1.41M, Upscaling Factor=X42026.07 | 37.828 | 97.45 | |
| HLFSRParams (M)=13.87, FLOPs (G)=182.5, EPSW=false, TTA=false2026.05 | 37.78 | 97.42 | |
| HLFSR-SSR#Params.=13.87M, Upscaling Factor=X42026.07 | 37.776 | 97.42 | |
| EPITParams (M)=1.47, FLOPs (G)=75.0, EPSW=false, TTA=false2026.05 | 37.68 | 97.37 | |
| EPIT#Params.=1.47M, Upscaling Factor=X42026.07 | 37.677 | 97.37 | |
| GTF-TinyParams (M)=0.915, FLOPs (G)=19.8, EPSW=true, TTA=false2026.05 | 37.67 | 97.35 | |
| LFTParams (M)=1.16, FLOPs (G)=57.6, EPSW=false, TTA=false2026.05 | 37.63 | 97.35 | |
| LFT#Params.=1.16M, Upscaling Factor=X42026.07 | 37.63 | 97.35 | |
| IINetParams (M)=4.88, FLOPs (G)=57.4, EPSW=false, TTA=false2026.05 | 37.62 | 97.34 | |
| LF-IINet#Params.=4.89M, Upscaling Factor=X42026.07 | 37.62 | 97.34 | |
| DistgSSR#Params.=3.58M, Upscaling Factor=X42026.07 | 37.563 | 97.32 | |
| DistgSSRParams (M)=3.58, FLOPs (G)=65.4, EPSW=false, TTA=false2026.05 | 37.56 | 97.32 | |
| LFSSR-SAV#Params.=1.54M, Upscaling Factor=X42026.07 | 37.497 | 97.21 | |
| DPT#Params.=3.79M, Upscaling Factor=X42026.07 | 37.412 | 97.21 | |
| DPTParams (M)=3.78, FLOPs (G)=66.6, EPSW=false, TTA=false2026.05 | 37.39 | 97.21 | |
| LF-DFnet#Params.=3.99M, Upscaling Factor=X42026.07 | 37.321 | 97.18 | |
| LF-DFnetParams (M)=—, FLOPs (G)=—, EPSW=false, TTA=false2026.05 | 37.32 | 97.18 | |
| MEG-Net#Params.=1.78M, Upscaling Factor=X42026.07 | 37.287 | 97.16 | |
| MEG-NetParams (M)=1.77, FLOPs (G)=102.2, EPSW=false, TTA=false2026.05 | 37.28 | 97.16 | |
| LF-InterNet#Params.=5.48M, Upscaling Factor=X42026.07 | 37.15 | 97.16 | |
| LF-InterNetParams (M)=5.48, FLOPs (G)=50.1, EPSW=false, TTA=false2026.05 | 37.11 | 97.16 | |
| LF-ATOParams (M)=1.36, FLOPs (G)=687.0, EPSW=false, TTA=false2026.05 | 37 | 96.99 | |
| LF-ATO#Params.=1.36M, Upscaling Factor=X42026.07 | 36.999 | 96.99 | |
| LFSSR#Params.=1.77M, Upscaling Factor=X42026.07 | 36.907 | 96.96 | |
| resLFParams (M)=8.64, FLOPs (G)=39.7, EPSW=false, TTA=false2026.05 | 36.71 | 96.82 | |
| resLF#Params.=8.65M, Upscaling Factor=X42026.07 | 36.705 | 96.82 | |
| LFSSRParams (M)=1.77, FLOPs (G)=128.4, EPSW=false, TTA=false2026.05 | 36.7 | 96.96 | |
| RCAN#Params.=15.36M, Upscaling Factor=X42026.07 | 35.359 | 95.48 | |
| RCANParams (M)=15.36, FLOPs (G)=408.5, EPSW=false, TTA=false2026.05 | 35.2 | 95.48 | |
| EDSRParams (M)=38.89, FLOPs (G)=1017, EPSW=false, TTA=false2026.05 | 35.18 | 95.36 | |
| EDSR#Params.=38.89M, Upscaling Factor=X42026.07 | 35.176 | 95.36 | |
| VDSR#Params.=0.67M, Upscaling Factor=X42026.07 | 34.81 | 95.15 | |
| BicubicParams (M)=—, FLOPs (G)=—, EPSW=false, TTA=false2026.05 | 32.58 | 93.44 | |
| BicubicUpscaling Factor=X42026.07 | 32.576 | 93.44 | |
| BilinearUpscaling Factor=X42026.07 | 31.688 | 92.56 |