Image-to-3D Generation

Benchmarks

Dataset Name	SOTA Method	Metric
Google Scanned Objects (GSO)	Dehallu3D	CLIP Similarity77.53	14	3mo ago
NeRF4	DTC123	CLIP-Similarity0.84	12	3mo ago
User Study (test)	Unique3D	Multi-view Consistency9.26	8	3mo ago
3D Shape Generation Dataset		ULIP Score (Text)0.0799	7	22d ago
ShapeNet	Cog2Gen3D	FID14.54	7	2mo ago
100 diverse scene images GPT-4o & GPT-Image-1	EvoScene	Human Pref Win Rate - Geometry Quality85	6	3mo ago
Image-to-3D (Evaluation Set)	Ours	CLIP Score (N)0.758	6	3mo ago
Synthetic 3D Objects (test)	VD	Ewarp0.0021	6	3mo ago
Trellis-500K (test)	SuperVoxelGPT	CD (L2)0.0122	5	5d ago
Structured3D (test)	Rein3D	Q-Align3.0629	4	1mo ago
Toys4K	Topo-VAE	FID42.48	4	2mo ago
RF15	DTC123	CLIP-Similarity0.87	4	3mo ago
HSIBench	HSImul3R	Stability HSI (Easy)53.68	3	2mo ago
Curated dataset from LLaVA-OneVision, Trellis-500K, and Objaverse++ (eval)	CG-MLLM	p-FID12.55	3	3mo ago
GSO	DTC123	Chamfer Distance0.028	3	3mo ago
RealFusion15	DreamGaussian	CLIP Similarity0.7	3	3mo ago
SceneEval-100 (test)	SAM 3D Objects	MAT1	2	14d ago
Evaluation Dataset	LoST	FID34.251	2	2mo ago
Hunyuan3D 3.0 (test)	E-DiT	ULIP-I0.1473	2	3mo ago
Cap3D 2K (test)	Direct image-to-3D	FID32.6	1	3mo ago

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