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
Efficient and Scalable Point Cloud Generation with Sparse Point-Voxel Diffusion ModelsCode2
LidarDM: Generative LiDAR Simulation in a Generated WorldCode2
DiT-3D: Exploring Plain Diffusion Transformers for 3D Shape GenerationCode2
LION: Latent Point Diffusion Models for 3D Shape GenerationCode2
PointFlow: 3D Point Cloud Generation with Continuous Normalizing FlowsCode2
TopoDiT-3D: Topology-Aware Diffusion Transformer with Bottleneck Structure for 3D Point Cloud GenerationCode1
Generative diffusion model with inverse renormalization group flowsCode1
PocoLoco: A Point Cloud Diffusion Model of Human Shape in Loose ClothingCode1
ARCH2S: Dataset, Benchmark and Challenges for Learning Exterior Architectural Structures from Point CloudsCode1
Learning to Discretize Denoising Diffusion ODEsCode1
Taming Transformers for Realistic Lidar Point Cloud GenerationCode1
RangeLDM: Fast Realistic LiDAR Point Cloud GenerationCode1
TIGER: Time-Varying Denoising Model for 3D Point Cloud Generation with Diffusion ProcessCode1
Point Cloud Part Editing: Segmentation, Generation, Assembly, and SelectionCode1
LiDAR Data Synthesis with Denoising Diffusion Probabilistic ModelsCode1
Echoes Beyond Points: Unleashing the Power of Raw Radar Data in Multi-modality FusionCode1
Volume-DROID: A Real-Time Implementation of Volumetric Mapping with DROID-SLAMCode1
NeRF-LiDAR: Generating Realistic LiDAR Point Clouds with Neural Radiance FieldsCode1
Learning to Generate Realistic LiDAR Point CloudsCode1
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
Learning Gradient Fields for Shape GenerationCode1
Discrete Point Flow Networks for Efficient Point Cloud GenerationCode1
Progressive Point Cloud Deconvolution Generation NetworkCode1
SoftFlow: Probabilistic Framework for Normalizing Flow on ManifoldsCode1
Generative PointNet: Deep Energy-Based Learning on Unordered Point Sets for 3D Generation, Reconstruction and ClassificationCode1
A Rotation-Invariant Framework for Deep Point Cloud AnalysisCode1
Simultaneous Localization and Mapping Using Active mmWave Sensing in 5G NR—0
RaGNNarok: A Light-Weight Graph Neural Network for Enhancing Radar Point Clouds on Unmanned Ground Vehicles—0
SIM-Net: A Multimodal Fusion Network Using Inferred 3D Object Shape Point Clouds from RGB Images for 2D Classification—0
Flexible-weighted Chamfer Distance: Enhanced Objective Function for Point Cloud Completion—0
Robust Unsupervised Domain Adaptation for 3D Point Cloud Segmentation Under Source Adversarial Attacks—0
3D Point Cloud Generation via Autoregressive Up-sampling—0
EAGLE: Contextual Point Cloud Generation via Adaptive Continuous Normalizing Flow with Self-AttentionCode0
SeaLion: Semantic Part-Aware Latent Point Diffusion Models for 3D Generation—0
ObitoNet: Multimodal High-Resolution Point Cloud ReconstructionCode0
Parameterize Structure with Differentiable Template for 3D Shape Generation—0
Gen-Swarms: Adapting Deep Generative Models to Swarms of Drones—0
Exploring Domain Shift on Radar-Based 3D Object Detection Amidst Diverse Environmental Conditions—0
Effect of Fog Particle Size Distribution on 3D Object Detection Under Adverse Weather Conditions—0
Deformable 3D Shape Diffusion Model—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