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ResearchFormerly WizWand

Light Field Super-Resolution on EPFL 7x7 SAIs (test)

30.4PSNRSkimLFSR
28.600829.067929.53530.0021Jul 22, 2024
Updated 8mo ago

Evaluation results

MethodLinks
SkimLFSRTraining Protocol=Trained on 7x7 SAIs, Angular Resolution=7x7, Upscale Factor=4x2024.0730.493.65
SkimLFSR (f)Training Protocol=Cross-angular-resolution Generalization (5x5 -> 7x7), Angular Resolution=7x7, Upscale Factor=4x2024.0730.3593.38
SkimLFSR (e)Training Protocol=Cross-angular-resolution Generalization (5x5 -> 7x7), Angular Resolution=7x7, Upscale Factor=4x2024.0730.3293.37
SkimLFSR (a)Training Protocol=Ablation Study on Skimmed SAI Sets (7x7), Angular Resolution=7x7, Upscale Factor=4x2024.0730.393.57
SkimLFSR (b)Training Protocol=Ablation Study on Skimmed SAI Sets (7x7), Angular Resolution=7x7, Upscale Factor=4x2024.0730.2693.52
SkimLFSR (c)Training Protocol=Ablation Study on Skimmed SAI Sets (7x7), Angular Resolution=7x7, Upscale Factor=4x2024.0730.2293.54
SkimLFSR (d)Training Protocol=Cross-angular-resolution Generalization (5x5 -> 7x7), Angular Resolution=7x7, Upscale Factor=4x2024.0730.2193.28
M2MT-NetTraining Protocol=Trained on 7x7 SAIs, Angular Resolution=7x7, Upscale Factor=4x2024.0730.1493.14
LF-DETTraining Protocol=Trained on 7x7 SAIs, Angular Resolution=7x7, Upscale Factor=4x2024.0730.0793.14
LFMambaTraining Protocol=Cross-angular-resolution Generalization (5x5 -> 7x7), Angular Resolution=7x7, Upscale Factor=4x2024.0729.7692.7
LF-DETTraining Protocol=Cross-angular-resolution Generalization (5x5 -> 7x7), Angular Resolution=7x7, Upscale Factor=4x2024.0729.6892.5
EPITTraining Protocol=Cross-angular-resolution Generalization (5x5 -> 7x7), Angular Resolution=7x7, Upscale Factor=4x2024.0729.5892.3
LFTTraining Protocol=Cross-angular-resolution Generalization (5x5 -> 7x7), Angular Resolution=7x7, Upscale Factor=4x2024.0728.6791.12