3D Generation

Benchmarks

Dataset Name	SOTA Method	Metric
UniLat1K	TIGON	CLIP Score92.42	16	2mo ago
Toys4K	TIGON	CLIP Score92.97	16	2mo ago
Objaverse (test)	ROAR-3D - stage 2	Chamfer Distance (CD)21.039	9	13d ago
Real 3D Datasets GSO, Omni3D, DTC	Photo3D	CLIP0.864	9	3mo ago
ImageNet	Photo3D	CLIP Score0.679	9	3mo ago
OmniObject3D	GaussianCube	FID (50K)11.62	9	2mo ago
HY3D-Bench (val)	TRELLIS	ULIP Score0.2133	8	2mo ago
HY3D-Bench (test)	Know3D	ULIP Score0.2174	8	2mo ago
Flat image (test)	REVIVE 3D	Uni3D30.97	7	1mo ago
GPTEval3D (test)	SD→SV3D + Uni-C	IQA3.3272	6	2mo ago
Text-to-3D Prompts (test)	GCS-BEG	Quality7.81	6	3mo ago
ShapeNet Chairs	DI-PCG	CD0.093	6	3mo ago
DI-PCG (test)	DI-PCG	CD0.033	6	3mo ago
PhysX-Bench 1.0 (test)	MonoArt	CLIP Alignment Score83.5	5	12d ago
Computational Cost Evaluation	Trellis	VRAM (GB)17	5	2mo ago
AFHQ cats (train)	pi-GAN	FID16	4	3mo ago
FFHQ faces (train)	EG3D	FID19.8	4	3mo ago
ShapeNet (average)	EG3D	FID13.3	4	3mo ago
ShapeNet chair	EG3D	FID10.5	4	3mo ago
ShapeNet plane	EG3D	FID15	4	3mo ago
ShapeNet car	EG3D	FID14.4	4	3mo ago
CLEVR 1 (test)	EG3D	FID15.6	3	3mo ago
ModelNet40 Table (test)	TAPS3D	FPD1,468.43	3	3mo ago
ModelNet40 Chair (test)	TAPS3D	FPD342.23	3	3mo ago
3D Generation		Ferrari CLIP Score (%)30	2	2mo ago

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