Text-to-3D Generation

Benchmarks

Dataset Name	SOTA Method	Metric
GPTEval3D 110 prompts	Magic3D Stage1	CP0.2	20	2mo ago
GPTEval3D 110 prompts 1.0	DreamDPO	GPTEval3D Alignment1,298.9	20	3mo ago
T³Bench Multiple Objects	VP3D	Quality Score49.1	16	2mo ago
MATE-3D	MVC-ZigAL	HyperScore Alignment7.13	15	2mo ago
T3Bench (test)	Cog2Gen3D	Single Object Score58.3	14	2mo ago
T³Bench Single Object with Surroundings	SplatFlow	BRISQUE16.8	14	3mo ago
Toys4K CL (Base)		CLIP Similarity29.6	12	1mo ago
Objaverse	GaussianCube	CLIP Score30.56	12	3mo ago
T³Bench Single Object	VP3D	Alignment Score52.2	11	3mo ago
Toys4K-CL Forgetting		CLIP Similarity17.36	10	1mo ago
Toys4K CL (All)		CLIP Similarity29.51	10	1mo ago
Toys4K CL (Novel)	ReConText3D	CLIP Similarity29.86	10	1mo ago
GPTEval3D 30 evaluation prompts	DreamCraft3D + RewardCS	CP0.3	10	2mo ago
GPTEval3D 60 prompts	DreamFusion	Proportion61	10	2mo ago
113 text-to-3D prompt objects (test)	RichDreamer	Geometry CLIP Score26.057	8	3mo ago
Ten Industrial Object Categories User Study	ForgeDreamer	Rank (G. LED)1	7	2mo ago
T3Bench 10 categories	ForgeDreamer	Average T3Bench Score50.88	7	2mo ago
SceneBench Scene-level	VIST3A	Imaging Score64.87	7	2mo ago
T3Bench Object-centric	VIST3A	Imaging Score58.83	7	2mo ago
DPG-Bench 1.0 (test)	VIST3A	Global Score81.82	7	2mo ago
Dreamfusion gallery 50 prompts	MVGamba	PSNR24.82	7	3mo ago
COCO (val)	ProlificDreamer	FID124.185	7	3mo ago
Text-to-3D evaluation prompts	EfficientDreamer	CLIP Score30.33	7	2mo ago
Text-to-3D Generation Prompts Quantitative Study	Baseline	CLIP Score31.1	6	13d ago
DreamFusion prompt library (124 prompts)	DreamFusion	JR Score72.73	6	14d ago

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