SOTAVerified

Point Cloud Generation

Papers

Showing 2130 of 117 papers

TitleStatusHype
Autoregressive 3D Shape Generation via Canonical MappingCode1
WarpingGAN: Warping Multiple Uniform Priors for Adversarial 3D Point Cloud GenerationCode1
Attention-based Transformation from Latent Features to Point CloudsCode1
A Conditional Point Diffusion-Refinement Paradigm for 3D Point Cloud CompletionCode1
PoinTr: Diverse Point Cloud Completion with Geometry-Aware TransformersCode1
Unsupervised Learning of Fine Structure Generation for 3D Point Clouds by 2D Projection MatchingCode1
SetVAE: Learning Hierarchical Composition for Generative Modeling of Set-Structured DataCode1
Diffusion Probabilistic Models for 3D Point Cloud GenerationCode1
Learning to Drop Points for LiDAR Scan SynthesisCode1
Unsupervised Learning of Fine Structure Generation for 3D Point Clouds by 2D Projections MatchingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PointFlow1-NNA-CD75.68Unverified
2SetVAE1-NNA-CD75.31Unverified
3SoftPointFlow1-NNA-CD70.92Unverified
4DiT-3D1-NNA-CD62.35Unverified
5LION1-NNA-CD53.47Unverified
#ModelMetricClaimedVerifiedStatus
1SoftPointFlow1-NNA-CD62.63Unverified
2PointFlow1-NNA-CD60.65Unverified
3SetVAE1-NNA-CD59.66Unverified
4LION1-NNA-CD54.81Unverified
5DiT-3D1-NNA-CD51.04Unverified
#ModelMetricClaimedVerifiedStatus
1PointFlow1-NNA-CD60.88Unverified
2SoftPointFlow1-NNA-CD59.95Unverified
3SetVAE1-NNA-CD58.76Unverified
4LION1-NNA-CD52.07Unverified
5DiT-3D1-NNA-CD51.99Unverified
#ModelMetricClaimedVerifiedStatus
1LION1-NNA-CD51.85Unverified
2DiT-3DCD50.72Unverified