Albedo Estimation

Benchmarks

Dataset Name	SOTA Method	Metric
ARAP	PRISM-X	LMSE0.02	19	4d ago
MII dataset	nvdiffrec-mc	PSNR29.72	14	4d ago
IIW v1.1 (test)		WHDR 10%12.8	11	4d ago
ARAP (test)	FlowIID	LMSE0.021	11	4d ago
MAW	Zhu et al.	Intensity (×100)1.44	10	4d ago
InteriorVerse (test)	PRISM-X	PSNR20.7	10	4d ago
Synthetic Dataset (val)	Uni-Renderer	PSNR23.2	10	4d ago
Synthetic Dataset (test)	TensoIR (rotated multi-light)	PSNR29.672	10	4d ago
SynRotLight Counter (test)	RotLight	PSNR27.098	7	4d ago
SynRotLight Toy (test)	RotLight	PSNR34.073	7	4d ago
SynRotLight Table (test)	RotLight	PSNR28.621	7	4d ago
SynRotLight Hotdog (test)	RotLight	PSNR29.227	7	4d ago
InteriorVerse 91	DiffusionRenderer	PSNR22.4	7	4d ago
Synthetic Scenes hotdog, ficus, lego, and drums (novel views)	NeRFactor (using microfacet)	PSNR29.1608	7	4d ago
Synthetic dataset	NVDIFFREC	PSNR21.2551	6	4d ago
Synthetic Scenes (test)	InvRender	PSNR24.1608	6	4d ago
TensoIR Synthetic	GS-IR	PSNR30.286	5	4d ago
COSy	derender3d	SIE0.075	5	4d ago
Synthetic Vase Dataset 1.0 (test)	RADAR	Albedo MSE (scale-invariant)0.71	4	4d ago
Synthetic4Relight 8 views (test)	GAINS	PSNR22.97	3	4d ago
TensorIR 8 views (test)	GI-GS	PSNR28.969	3	4d ago
Synthetic Indoor Dataset (test)	V-RGBX	PSNR17.73	3	4d ago
Out-of-domain	DMP	MSE0.0064	3	4d ago
In-domain	DMP	MSE0.0051	3	4d ago
MIT Intrinsic Barron and Malik (test)	FlowIID	LMSE0.0043	1	4d ago

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