ResearchBenchmarksInverse Rendering on Synthetic ScenesFollow20.72PSNRIIF10.226412.950715.67518.3993Dec 15, 2025Evaluation ResultsMethodMethodLinksPSNRSSIMLPIPSAlbedo L2 ErrorRoughness L2 ErrorMetal L2 ErrorEmit L2 ErrorIIF2025.1220.720.8460.2010.028—0.0070.384IRIS2025.1215.860.7350.3070.0560.04—2.046NeILF++2025.1213.180.7330.3750.1030.047——FIPT2025.1210.630.6610.4030.110.006—2.208