Albedo Estimation

Benchmarks

Dataset Name	SOTA Method	Metric
ARAP	PRISM-X	LMSE0.02	19	1mo ago
MII dataset	nvdiffrec-mc	PSNR29.72	14	1mo ago
IIW v1.1 (test)		WHDR 10%12.8	11	1mo ago
ARAP (test)	FlowIID	LMSE0.021	11	1mo ago
MAW	Zhu et al.	Intensity (×100)1.44	10	1mo ago
InteriorVerse (test)	PRISM-X	PSNR20.7	10	1mo ago
Synthetic Dataset (val)	Uni-Renderer	PSNR23.2	10	1mo ago
Synthetic Dataset (test)	TensoIR (rotated multi-light)	PSNR29.672	10	1mo ago
Novel Synthetic Benchmark Golden Bay ↓ Dam Wall	LumiMotion	PSNR27.929	9	5d ago
Novel Synthetic Benchmark Chapel Day ↓ Golden Bay	LumiMotion	PSNR30.838	9	5d ago
Novel Synthetic Benchmark Dam Wall ↓ Harbour Sunset	LumiMotion	PSNR27.268	9	5d ago
SynRotLight Counter (test)	RotLight	PSNR27.098	7	1mo ago
SynRotLight Toy (test)	RotLight	PSNR34.073	7	1mo ago
SynRotLight Table (test)	RotLight	PSNR28.621	7	1mo ago
SynRotLight Hotdog (test)	RotLight	PSNR29.227	7	1mo ago
InteriorVerse 91	DiffusionRenderer	PSNR22.4	7	1mo ago
Synthetic Scenes hotdog, ficus, lego, and drums (novel views)	NeRFactor (using microfacet)	PSNR29.1608	7	1mo ago
TensoIR	SGS-Intrinsic	PSNR25.65	6	19d ago
Synthetic dataset	NVDIFFREC	PSNR21.2551	6	1mo ago
Synthetic Scenes (test)	InvRender	PSNR24.1608	6	1mo ago
TensoIR Synthetic	GS-IR	PSNR30.286	5	1mo ago
COSy	derender3d	SIE0.075	5	1mo ago
Synthetic Vase Dataset 1.0 (test)	RADAR	Albedo MSE (scale-invariant)0.71	4	1mo ago
Synthetic4Relight 8 views (test)	GAINS	PSNR22.97	3	1mo ago
TensorIR 8 views (test)	GI-GS	PSNR28.969	3	1mo ago

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