SOTA 3D Scene Generation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
WorldScore	Text2Room	Camera Control94.01	33	4mo ago
3D-FRONT (test)		CD (Surface)0.0119	28	3mo ago
KITTI-360	ScenDi	FID22.9	14	2mo ago
SG-FRONT (test)	EchoLayout	Left/Right Accuracy100	11	5mo ago
NuiScene Medieval (val)	NuiWorld	Embedding Generation Time (s)5.56	8	5mo ago
3D FRONT HUMAN (test)	MIME	Interpenetration0.047	8	5mo ago
Tanks-and-Temples (test)	Lyra 2.0	LPIPS (Perceptual)0.372	7	3mo ago
DL3DV (test)	Lyra 2.0	LPIPS (P)0.381	7	3mo ago
GardenVerse	GardenDesigner	CLIP-A54.2	7	3mo ago
DL3DV-10K	PixWorld	PSNR19.37	6	18d ago
RealEstate10K	LVSM	PSNR23.61	6	18d ago
PAT3D General Scenes	PAT3D	Clip Score31.79	6	3mo ago
3D-FRONT Occluded 1.0	COM4D	Chamfer Distance0.1256	6	4mo ago
RealEstate10K (RE10K) (test)		PSNR27.57	6	5mo ago
WorldScore 2025	PixWorld	Camera Control91.08	5	18d ago
Indoor evaluation set	3D-ARD	KID1.244	5	3mo ago
100 Diverse Wide-scene Images (test)	Extend3D	LPIPS24	5	3mo ago
3D Scene Generation	Seen2Scene	Geometric Quality5.37	5	3mo ago
BlendSwap & Scenethesis (test)	I-Scene	CD-S0.0059	5	5mo ago
Custom 3D Scene Generation Dataset (test)	GeoDiff3D	PSNR-D20.39	5	5mo ago
3D-FRONT	SceneFactor	P(Tr)65	5	5mo ago
M3DLayout full (test)	HetScene	FID (XZ)14.76	4	2mo ago
Human Evaluation User Study (test)	HOG-Layout	Plausibility5.33	4	3mo ago
Gen3DSR (test)	MIDI	CDS56.6	4	3mo ago
Replica (val)	Semantic Generation	FID0.0486	4	3mo ago

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