3D Shape Generation

Benchmarks

Dataset Name	SOTA Method	Metric
3D Shape Generation Dataset (test)	WDM-3D	log-WGAN ratio1.95	30	1mo ago
ShapeNet Airplane	r-GAN	1-NNA (CD)98.4	30	4mo ago
ShapeNet Chair	S-LION	1-NN Accuracy (CD)72.14	18	4mo ago
ShapeNet Car PointFlow (test)	TreeGAN	1-NNA-CD89.77	13	5mo ago
ShapeNet Airplane PointFlow (test)	TreeGAN	1-NNA (CD)97.53	13	5mo ago
ANYVIEW-200	ROAR-3D	ULIP-I0.1412	10	2mo ago
ShapeNet-vol 13 classes	TreeGAN	1-NNA (CD)96.8	9	5mo ago
ShapeNet Car v2 (test)	DiT-3D	1-NNA (CD)48.24	7	1mo ago
ShapeNet Airplane v2 (test)	DoSs	1-NNA (CD)61.92	7	1mo ago
ShapeNet Chair v2 (test)	DPM	1-NNA (CD)60.05	7	1mo ago
ShapeNet Multi Class	DDMI	MMD1.3	6	5mo ago
ShapeNet Chair, individually normalized PointFlow splits (test)	TreeGAN	1-NNA (CD)88.37	6	5mo ago
ShapeNet Chair (test)	Reference (Lower bound)	FPD0.086	5	5mo ago
ShapeNet Car (test)	Reference (Lower bound)	FPD0.128	5	5mo ago
ShapeNet Airplane (test)	Reference (Lower bound)	FPD0.009	5	5mo ago
DrivAerNet++ (Interpolation)	LAMP	Chamfer Distance (CD)0.0117	4	1mo ago
3D Shapes Single-Exemplar	Sin3DM	Encoding/Training Time2.5	4	5mo ago
PartNet (test)	StructureNet	Relative Quality1	4	5mo ago
PartNeXt (test)	CRAG	CD-L16.53	3	1mo ago
PartNet table	StructRe	FPD1.98	3	2mo ago
PartNet chair	StructRe	FPD2.63	3	2mo ago
IntrA	DiffFacto	1-NNA (p-CD)71.74	2	5mo ago

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