SOTAVerified

Point Cloud Generation

Papers

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Showing 1–50 of 117 papers

TitleStatusHype
Lumina-Next: Making Lumina-T2X Stronger and Faster with Next-DiTCode7
DiT-3D: Exploring Plain Diffusion Transformers for 3D Shape GenerationCode2
LION: Latent Point Diffusion Models for 3D Shape GenerationCode2
Efficient and Scalable Point Cloud Generation with Sparse Point-Voxel Diffusion ModelsCode2
LidarDM: Generative LiDAR Simulation in a Generated WorldCode2
PointFlow: 3D Point Cloud Generation with Continuous Normalizing FlowsCode2
A Conditional Point Diffusion-Refinement Paradigm for 3D Point Cloud CompletionCode1
Unsupervised Learning of Fine Structure Generation for 3D Point Clouds by 2D Projections MatchingCode1
TIGER: Time-Varying Denoising Model for 3D Point Cloud Generation with Diffusion ProcessCode1
WarpingGAN: Warping Multiple Uniform Priors for Adversarial 3D Point Cloud GenerationCode1
Unsupervised Learning of Fine Structure Generation for 3D Point Clouds by 2D Projection MatchingCode1
Progressive Point Cloud Deconvolution Generation NetworkCode1
Diffusion Probabilistic Models for 3D Point Cloud GenerationCode1
Learning Gradient Fields for Shape GenerationCode1
SoftFlow: Probabilistic Framework for Normalizing Flow on ManifoldsCode1
Learning to Drop Points for LiDAR Scan SynthesisCode1
NeRF-LiDAR: Generating Realistic LiDAR Point Clouds with Neural Radiance FieldsCode1
Autoregressive 3D Shape Generation via Canonical MappingCode1
PoinTr: Diverse Point Cloud Completion with Geometry-Aware TransformersCode1
SetVAE: Learning Hierarchical Composition for Generative Modeling of Set-Structured DataCode1
TopoDiT-3D: Topology-Aware Diffusion Transformer with Bottleneck Structure for 3D Point Cloud GenerationCode1
Volume-DROID: A Real-Time Implementation of Volumetric Mapping with DROID-SLAMCode1
PocoLoco: A Point Cloud Diffusion Model of Human Shape in Loose ClothingCode1
Learning to Generate Realistic LiDAR Point CloudsCode1
Taming Transformers for Realistic Lidar Point Cloud GenerationCode1
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 CLOUD—0
A Point Cloud Generative Model Based on Nonequilibrium Thermodynamics—0
Diffusion-based Molecule Generation with Informative Prior Bridges—0
DiffFacto: Controllable Part-Based 3D Point Cloud Generation with Cross Diffusion—0
A Novel Intrinsic Image Decomposition Method to Recover Albedo for Aerial Images in Photogrammetry Processing—0
A Lennard-Jones Layer for Distribution Normalization—0
General Point Model with Autoencoding and Autoregressive—0
CP3: Unifying Point Cloud Completion by Pretrain-Prompt-Predict Paradigm—0
4D Millimeter-Wave Radar in Autonomous Driving: A Survey—0
3D Point Cloud Generation via Autoregressive Up-sampling—0
FullFormer: Generating Shapes Inside Shapes—0
FrePolad: Frequency-Rectified Point Latent Diffusion for Point Cloud Generation—0
Generate Point Clouds with Multiscale Details from Graph-Represented Structures—0
Improving Neural Radiance Field using Near-Surface Sampling with Point Cloud Generation—0
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Benchmark Results

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