SOTAVerified

Point Cloud Generation

Papers

Showing 2650 of 117 papers

TitleStatusHype
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 NR0
RaGNNarok: A Light-Weight Graph Neural Network for Enhancing Radar Point Clouds on Unmanned Ground Vehicles0
SIM-Net: A Multimodal Fusion Network Using Inferred 3D Object Shape Point Clouds from RGB Images for 2D Classification0
Flexible-weighted Chamfer Distance: Enhanced Objective Function for Point Cloud Completion0
Robust Unsupervised Domain Adaptation for 3D Point Cloud Segmentation Under Source Adversarial Attacks0
3D Point Cloud Generation via Autoregressive Up-sampling0
EAGLE: Contextual Point Cloud Generation via Adaptive Continuous Normalizing Flow with Self-AttentionCode0
SeaLion: Semantic Part-Aware Latent Point Diffusion Models for 3D Generation0
ObitoNet: Multimodal High-Resolution Point Cloud ReconstructionCode0
Parameterize Structure with Differentiable Template for 3D Shape Generation0
Gen-Swarms: Adapting Deep Generative Models to Swarms of Drones0
Exploring Domain Shift on Radar-Based 3D Object Detection Amidst Diverse Environmental Conditions0
Effect of Fog Particle Size Distribution on 3D Object Detection Under Adverse Weather Conditions0
Deformable 3D Shape Diffusion Model0
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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