3D Scene Generation

Benchmarks

Dataset Name	SOTA Method	Metric
WorldScore	Text2Room	Camera Control94.01	33	3d ago
3D-FRONT (test)	I-Scene	CD (Surface)0.0148	12	3d ago
SG-FRONT (test)	EchoLayout	Left/Right Accuracy100	11	3d ago
NuiScene Medieval (val)	NuiWorld	Embedding Generation Time (s)5.56	8	3d ago
3D FRONT HUMAN (test)	MIME	Interpenetration0.047	8	3d ago
RealEstate10K (RE10K) (test)		PSNR27.57	6	3d ago
BlendSwap & Scenethesis (test)	I-Scene	CD-S0.0059	5	3d ago
KITTI-360	ScenDi	FID22.9	5	3d ago
Custom 3D Scene Generation Dataset (test)	GeoDiff3D	PSNR-D20.39	5	3d ago
3D-FRONT	SceneFactor	P(Tr)65	5	3d ago
Custom 3D Scene Generation 28 scenes (test)	WonderWorld	Time Cost (s)9.5	4	3d ago
Outdoor Scenes	WonderVerse	CLIP-S0.9219	3	3d ago
User Study	PhyScensis	Text Alignment Score4.04	3	3d ago
3D-FRONT Occluded 1.0	COM4D	Chamfer Distance0.1256	3	3d ago
3D Scenes average across all scene types	CPVQ-VAE + LFMM (Ours)	Avg FID24.34	3	3d ago
Matterport3D dynamic	SinGRAF	KID0.033	3	3d ago
Matterport3D office_0	SinGRAF	KID0.053	3	3d ago
Matterport3D castle	GSN	KID0.05	3	3d ago
Replica frl_apt.4	SinGRAF	KID0.037	3	3d ago
Replica apt.0	SinGRAF	KID0.037	3	3d ago
Replica hotel_0	SinGRAF	KID0.037	3	3d ago
Replica office_3	SinGRAF	KID0.044	3	3d ago
Indoor Scenes	WonderVerse	CLIP-S0.9639	2	3d ago
Custom 3D scene dataset (Indoor scenes)	GeoDiff3D	PSNR-D20.39	2	3d ago
Single-Field Agricultural Scenes Scene 3 1.0	modular multi-LLM pipeline	Generation Time (s)52.83	2	3d ago

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