SOTAVerified

Point Cloud Generation

Papers

Showing 2650 of 117 papers

TitleStatusHype
RangeLDM: Fast Realistic LiDAR Point Cloud GenerationCode1
Echoes Beyond Points: Unleashing the Power of Raw Radar Data in Multi-modality FusionCode1
Discrete Point Flow Networks for Efficient Point Cloud GenerationCode1
A Rotation-Invariant Framework for Deep Point Cloud AnalysisCode1
ARCH2S: Dataset, Benchmark and Challenges for Learning Exterior Architectural Structures from Point CloudsCode1
Generative PointNet: Deep Energy-Based Learning on Unordered Point Sets for 3D Generation, Reconstruction and ClassificationCode1
LiDAR Data Synthesis with Denoising Diffusion Probabilistic ModelsCode1
Attention-based Transformation from Latent Features to Point CloudsCode1
Point Cloud Part Editing: Segmentation, Generation, Assembly, and SelectionCode1
Learning to Discretize Denoising Diffusion ODEsCode1
Generative diffusion model with inverse renormalization group flowsCode1
DUAL ADVERSARIAL MODEL FOR GENERATING 3D POINT CLOUD0
A Point Cloud Generative Model Based on Nonequilibrium Thermodynamics0
Diffusion-based Molecule Generation with Informative Prior Bridges0
DiffFacto: Controllable Part-Based 3D Point Cloud Generation with Cross Diffusion0
A Novel Intrinsic Image Decomposition Method to Recover Albedo for Aerial Images in Photogrammetry Processing0
A Lennard-Jones Layer for Distribution Normalization0
General Point Model with Autoencoding and Autoregressive0
CP3: Unifying Point Cloud Completion by Pretrain-Prompt-Predict Paradigm0
4D Millimeter-Wave Radar in Autonomous Driving: A Survey0
3D Point Cloud Generation via Autoregressive Up-sampling0
FullFormer: Generating Shapes Inside Shapes0
FrePolad: Frequency-Rectified Point Latent Diffusion for Point Cloud Generation0
Generate Point Clouds with Multiscale Details from Graph-Represented Structures0
Improving Neural Radiance Field using Near-Surface Sampling with Point Cloud Generation0
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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