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

Benchmarks

Dataset Name	SOTA Method	Metric
GPTEval3D 110 prompts	Magic3D Stage1	CP0.2	20	4mo ago
GPTEval3D 110 prompts 1.0	DreamDPO	GPTEval3D Alignment1,298.9	20	4mo ago
T³Bench Multiple Objects	VP3D	Quality Score49.1	16	4mo ago
MATE-3D	MVC-ZigAL	HyperScore Alignment7.13	15	4mo ago
T3Bench (test)	Cog2Gen3D	Single Object Score58.3	14	4mo ago
T³Bench Single Object with Surroundings	SplatFlow	BRISQUE16.8	14	4mo ago
GPTEval3D 110 prompts	VLM3D	Text-Asset Alignment (T-A)1,365.5	13	26d ago
Toys4K CL (Base)		CLIP Similarity29.6	12	3mo ago
Objaverse	GaussianCube	CLIP Score30.56	12	4mo ago
T³Bench Single Object	VP3D	Alignment Score52.2	11	4mo ago
T3Bench frozen (300-prompt audit set)	ViewCrafter	CLIP Score25.09	10	1mo ago
Toys4K-CL Forgetting		CLIP Similarity17.36	10	3mo ago
Toys4K CL (All)		CLIP Similarity29.51	10	3mo ago
Toys4K CL (Novel)	ReConText3D	CLIP Similarity29.86	10	3mo ago
GPTEval3D 30 evaluation prompts	DreamCraft3D + RewardCS	CP0.3	10	4mo ago
GPTEval3D 60 prompts	DreamFusion	Proportion61	10	4mo ago
SDI benchmark 43-prompt (test)	Uniform (K=2)	CLIP Score0.312	9	25d ago
CAD Generation Requests inference benchmark June 2026 pricing	Arko-T	Average Time per Item (s)0.41	8	25d ago
Text-to-3D 43-prompt set	MV-SDI (K=2 antithetic)	CLIP Score35.16	8	25d ago
ComboVerse (test)	I2C-3D	CLIP Score0.314	8	1mo ago
113 text-to-3D prompt objects (test)	RichDreamer	Geometry CLIP Score26.057	8	4mo ago
Ten Industrial Object Categories User Study	ForgeDreamer	Rank (G. LED)1	7	4mo ago
T3Bench 10 categories	ForgeDreamer	Average T3Bench Score50.88	7	4mo ago
SceneBench Scene-level	VIST3A	Imaging Score64.87	7	4mo ago
T3Bench Object-centric	VIST3A	Imaging Score58.83	7	4mo ago

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