Point Cloud Generation on ShapeNet Airplane

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

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#	Model↕	1-NNA-CD▼	Extra Data	Paper	Date↕	Code
1	PointFlow	75.68	No	PointFlow: 3D Point Cloud Generation with Contin...	2019-06-28	Code
2	SetVAE	75.31	No	SetVAE: Learning Hierarchical Composition for Ge...	2021-03-29	Code
3	SoftPointFlow	70.92	No	SoftFlow: Probabilistic Framework for Normalizin...	2020-06-08	Code
4	DiT-3D	62.35	No	DiT-3D: Exploring Plain Diffusion Transformers f...	2023-07-04	Code
5	LION	53.47	No	LION: Latent Point Diffusion Models for 3D Shape...	2022-10-12	Code

#1PointFlowSOTA
75.68
1-NNA-CD· 2019-06-28
PointFlow: 3D Point Cloud Generation with Continuous Normalizing Flows Code
#2SetVAE
75.31
1-NNA-CD· 2021-03-29
SetVAE: Learning Hierarchical Composition for Generative Modeling of Set-Structured Data Code
#3SoftPointFlow
70.92
1-NNA-CD· 2020-06-08
SoftFlow: Probabilistic Framework for Normalizing Flow on Manifolds Code
#4DiT-3D
62.35
1-NNA-CD· 2023-07-04
DiT-3D: Exploring Plain Diffusion Transformers for 3D Shape Generation Code
#5LION
53.47
1-NNA-CD· 2022-10-12
LION: Latent Point Diffusion Models for 3D Shape Generation Code