Point Cloud Generation on ShapeNet Car

Metric: 1-NNA-CD (higher is better)

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#	Model↕	1-NNA-CD▼	Extra Data	Paper	Date↕	Code
1	SoftPointFlow	62.63	No	SoftFlow: Probabilistic Framework for Normalizin...	2020-06-08	Code
2	PointFlow	60.65	No	PointFlow: 3D Point Cloud Generation with Contin...	2019-06-28	Code
3	SetVAE	59.66	No	SetVAE: Learning Hierarchical Composition for Ge...	2021-03-29	Code
4	LION	54.81	No	LION: Latent Point Diffusion Models for 3D Shape...	2022-10-12	Code
5	DiT-3D	51.04	No	DiT-3D: Exploring Plain Diffusion Transformers f...	2023-07-04	Code

#1SoftPointFlowSOTA
62.63
1-NNA-CD· 2020-06-08
SoftFlow: Probabilistic Framework for Normalizing Flow on Manifolds Code
#2PointFlowSOTA
60.65
1-NNA-CD· 2019-06-28
PointFlow: 3D Point Cloud Generation with Continuous Normalizing Flows Code
#3SetVAE
59.66
1-NNA-CD· 2021-03-29
SetVAE: Learning Hierarchical Composition for Generative Modeling of Set-Structured Data Code
#4LION
54.81
1-NNA-CD· 2022-10-12
LION: Latent Point Diffusion Models for 3D Shape Generation Code
#5DiT-3D
51.04
1-NNA-CD· 2023-07-04
DiT-3D: Exploring Plain Diffusion Transformers for 3D Shape Generation Code