Light Field Super-Resolution on HCI new
31.9PSNRGTF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GTFParams (M)=16.26, FLOPs (G)=335, EPSW=true, TTA=true2026.05 | 31.9 | 92.67 | |
| SMART#Params.=1.98M, Upscaling Factor=X42026.07 | 31.761 | 92.59 | |
| GTFParams (M)=16.26, FLOPs (G)=335, EPSW=false, TTA=false2026.05 | 31.75 | 92.53 | |
| LFmamba#Params.=2.30M, Upscaling Factor=X42026.07 | 31.695 | 92.49 | |
| L2Fmamba#Params.=1.09M, Upscaling Factor=X42026.07 | 31.674 | 92.43 | |
| HLFSR-SSR#Params.=13.87M, Upscaling Factor=X42026.07 | 31.571 | 92.38 | |
| HLFSRParams (M)=13.87, FLOPs (G)=182.5, EPSW=false, TTA=false2026.05 | 31.57 | 92.38 | |
| MLFSR#Params.=1.41M, Upscaling Factor=X42026.07 | 31.562 | 92.35 | |
| LF-DETParams (M)=1.69, FLOPs (G)=51.2, EPSW=false, TTA=false2026.05 | 31.56 | 92.35 | |
| LF-DET#Params.=1.66M, Upscaling Factor=X42026.07 | 31.558 | 92.35 | |
| EPIT#Params.=1.47M, Upscaling Factor=X42026.07 | 31.511 | 92.31 | |
| EPITParams (M)=1.47, FLOPs (G)=75.0, EPSW=false, TTA=false2026.05 | 31.51 | 92.31 | |
| GTF-TinyParams (M)=0.915, FLOPs (G)=19.8, EPSW=true, TTA=false2026.05 | 31.49 | 92.22 | |
| LFT#Params.=1.16M, Upscaling Factor=X42026.07 | 31.462 | 92.18 | |
| LFTParams (M)=1.16, FLOPs (G)=57.6, EPSW=false, TTA=false2026.05 | 31.46 | 92.18 | |
| LFSSR-SAV#Params.=1.54M, Upscaling Factor=X42026.07 | 31.45 | 92.17 | |
| DistgSSRParams (M)=3.58, FLOPs (G)=65.4, EPSW=false, TTA=false2026.05 | 31.38 | 92.17 | |
| DistgSSR#Params.=3.58M, Upscaling Factor=X42026.07 | 31.38 | 92.17 | |
| IINetParams (M)=4.88, FLOPs (G)=57.4, EPSW=false, TTA=false2026.05 | 31.36 | 92.08 | |
| LF-IINet#Params.=4.89M, Upscaling Factor=X42026.07 | 31.331 | 92.08 | |
| LF-DFnet#Params.=3.99M, Upscaling Factor=X42026.07 | 31.234 | 91.96 | |
| LF-DFnetParams (M)=—, FLOPs (G)=—, EPSW=false, TTA=false2026.05 | 31.23 | 91.96 | |
| DPT#Params.=3.79M, Upscaling Factor=X42026.07 | 31.196 | 91.88 | |
| DPTParams (M)=3.78, FLOPs (G)=66.6, EPSW=false, TTA=false2026.05 | 31.19 | 91.88 | |
| MEG-Net#Params.=1.78M, Upscaling Factor=X42026.07 | 31.103 | 91.77 | |
| MEG-NetParams (M)=1.77, FLOPs (G)=102.2, EPSW=false, TTA=false2026.05 | 31.1 | 91.77 | |
| LF-InterNetParams (M)=5.48, FLOPs (G)=50.1, EPSW=false, TTA=false2026.05 | 30.98 | 91.61 | |
| LF-InterNet#Params.=5.48M, Upscaling Factor=X42026.07 | 30.961 | 91.61 | |
| LFSSR#Params.=1.77M, Upscaling Factor=X42026.07 | 30.928 | 91.45 | |
| LF-ATOParams (M)=1.36, FLOPs (G)=687.0, EPSW=false, TTA=false2026.05 | 30.88 | 91.35 | |
| LF-ATO#Params.=1.36M, Upscaling Factor=X42026.07 | 30.88 | 91.35 | |
| resLFParams (M)=8.64, FLOPs (G)=39.7, EPSW=false, TTA=false2026.05 | 30.73 | 91.07 | |
| resLF#Params.=8.65M, Upscaling Factor=X42026.07 | 30.723 | 91.07 | |
| LFSSRParams (M)=1.77, FLOPs (G)=128.4, EPSW=false, TTA=false2026.05 | 30.72 | 91.45 | |
| RCAN#Params.=15.36M, Upscaling Factor=X42026.07 | 29.694 | 88.86 | |
| RCANParams (M)=15.36, FLOPs (G)=408.5, EPSW=false, TTA=false2026.05 | 29.63 | 88.86 | |
| EDSRParams (M)=38.89, FLOPs (G)=1017, EPSW=false, TTA=false2026.05 | 29.6 | 88.69 | |
| EDSR#Params.=38.89M, Upscaling Factor=X42026.07 | 29.591 | 88.69 | |
| VDSR#Params.=0.67M, Upscaling Factor=X42026.07 | 29.308 | 88.23 | |
| BicubicParams (M)=—, FLOPs (G)=—, EPSW=false, TTA=false2026.05 | 27.72 | 85.17 | |
| BicubicUpscaling Factor=X42026.07 | 27.715 | 85.17 | |
| BilinearUpscaling Factor=X42026.07 | 27.085 | 83.97 |