SOTA Text-to-3D Generation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
GPTEval3D 110 prompts	Magic3D Stage1	CP0.2	20	26d ago
GPTEval3D 110 prompts 1.0	DreamDPO	GPTEval3D Alignment1,298.9	20	1mo ago
T³Bench Multiple Objects	VP3D	Quality Score49.1	16	1mo ago
MATE-3D	MVC-ZigAL	HyperScore Alignment7.13	15	1mo ago
T3Bench (test)	Cog2Gen3D	Single Object Score58.3	14	1mo ago
T³Bench Single Object with Surroundings	SplatFlow	BRISQUE16.8	14	1mo ago
Toys4K CL (Base)		CLIP Similarity29.6	12	2d ago
Objaverse	GaussianCube	CLIP Score30.56	12	1mo ago
T³Bench Single Object	VP3D	Alignment Score52.2	11	1mo ago
Toys4K-CL Forgetting		CLIP Similarity17.36	10	2d ago
Toys4K CL (All)		CLIP Similarity29.51	10	2d ago
Toys4K CL (Novel)	ReConText3D	CLIP Similarity29.86	10	2d ago
GPTEval3D 30 evaluation prompts	DreamCraft3D + RewardCS	CP0.3	10	26d ago
GPTEval3D 60 prompts	DreamFusion	Proportion61	10	26d ago
113 text-to-3D prompt objects (test)	RichDreamer	Geometry CLIP Score26.057	8	1mo ago
Ten Industrial Object Categories User Study	ForgeDreamer	Rank (G. LED)1	7	1mo ago
T3Bench 10 categories	ForgeDreamer	Average T3Bench Score50.88	7	1mo ago
SceneBench Scene-level	VIST3A	Imaging Score64.87	7	1mo ago
T3Bench Object-centric	VIST3A	Imaging Score58.83	7	1mo ago
DPG-Bench 1.0 (test)	VIST3A	Global Score81.82	7	1mo ago
Dreamfusion gallery 50 prompts	MVGamba	PSNR24.82	7	1mo ago
COCO (val)	ProlificDreamer	FID124.185	7	1mo ago
Text-to-3D evaluation prompts	EfficientDreamer	CLIP Score30.33	7	1mo ago
40-prompt	RichDreamer	I.R.0.02	6	1mo ago
MME-3DR	AR3D-R1	CLIP Score28.5	6	1mo ago

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