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Novel Scene Relighting on Stanford-ORB 1.0 (test)

26.01PSNR-HNeural-PBIR
21.27822.506523.73524.9635Apr 26, 2023Aug 26, 2023Dec 26, 2023Apr 26, 2024Aug 26, 2024Dec 26, 2024Apr 28, 2025

Evaluation results

MethodLinks
Neural-PBIR2023.0426.0133.2697.90.023
Neural-PBIRCategory=Single-Scene Opt., Runtime (Time hr.)=~12025.0326.0133.2697.90.023
Neural-PBIRMethod Category=Optimization-based2025.0426.0133.2697.90.023
LIRM-diff 3rdMethod Category=Predictive, Input configuration=3rd set2025.0425.0932.4597.20.025
LIRM-diff 1stMethod Category=Predictive, Input configuration=1st set2025.0424.7632.1197.10.027
LIRM-NDE 3rdMethod Category=Predictive, Input configuration=3rd set2025.0424.632.0597.10.025
TwinnerCategory=Predictive, Runtime (Time hr.)=0.0062025.0324.5531.6196.90.038
NVDiffRecMC2023.0424.4331.697.20.036
NVDiffRecMCCategory=Single-Scene Opt., Runtime (Time hr.)=~22025.0324.4331.697.20.036
NVDiffrecMcMethod Category=Optimization-based2025.0424.4331.697.20.036
LIRM-NDE 1stMethod Category=Predictive, Input configuration=1st set2025.0424.2531.6396.90.028
Twinner (w/o Shading Loss)Category=Predictive, Runtime (Time hr.)=0.0042025.0323.8930.8596.70.042
InvRender2023.0423.7630.83970.046
InvRenderCategory=Single-Scene Opt., Runtime (Time hr.)=~32025.0323.7630.83970.046
InvRenderMethod Category=Optimization-based2025.0423.7630.83970.046
NeRFactor2023.0423.5430.3896.90.048
NeRFactorCategory=Single-Scene Opt., Runtime (Time hr.)=>202025.0323.5430.3896.90.048
Twinner (w/o ZeroVerse)Category=Predictive, Runtime (Time hr.)=0.0062025.0323.5330.3196.50.048
NeRD2023.0423.2929.6595.70.059
NeRDCategory=Single-Scene Opt., Runtime (Time hr.)=>202025.0323.2929.6595.70.059
NVDiffRec2023.0422.9129.7296.30.039
NVDiffRecCategory=Single-Scene Opt., Runtime (Time hr.)=~12025.0322.9129.7296.30.039
PhySG2023.0421.8128.11960.055
PhySGCategory=Single-Scene Opt., Runtime (Time hr.)=~32025.0321.8128.11960.055
MetaLRMCategory=Predictive, Runtime (Time hr.)=0.0042025.0321.528.0695.70.052
MetaLRMMethod Category=Predictive2025.0421.462895.60.045