SOTAVerified

Point Cloud Generation

Papers

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Showing 51–100 of 117 papers

TitleStatusHype
DiT-3D: Exploring Plain Diffusion Transformers for 3D Shape GenerationCode2
Volume-DROID: A Real-Time Implementation of Volumetric Mapping with DROID-SLAMCode1
4D Millimeter-Wave Radar in Autonomous Driving: A Survey—0
DiffFacto: Controllable Part-Based 3D Point Cloud Generation with Cross Diffusion—0
NeRF-LiDAR: Generating Realistic LiDAR Point Clouds with Neural Radiance FieldsCode1
StarNet: Style-Aware 3D Point Cloud Generation—0
FullFormer: Generating Shapes Inside Shapes—0
PTA-Det: Point Transformer Associating Point cloud and Image for 3D Object Detection—0
EPiC-GAN: Equivariant Point Cloud Generation for Particle JetsCode0
Fast Point Cloud Generation with Straight FlowsCode0
Time and Cost-Efficient Bathymetric Mapping System using Sparse Point Cloud Generation and Automatic Object DetectionCode0
LION: Latent Point Diffusion Models for 3D Shape GenerationCode2
Flow-based GAN for 3D Point Cloud Generation from a Single ImageCode0
Learning to Generate Realistic LiDAR Point CloudsCode1
Diffusion-based Molecule Generation with Informative Prior Bridges—0
CP3: Unifying Point Cloud Completion by Pretrain-Prompt-Predict Paradigm—0
Synthetic Point Cloud Generation for Class Segmentation Applications—0
A Novel Intrinsic Image Decomposition Method to Recover Albedo for Aerial Images in Photogrammetry Processing—0
Autoregressive 3D Shape Generation via Canonical MappingCode1
WarpingGAN: Warping Multiple Uniform Priors for Adversarial 3D Point Cloud GenerationCode1
Convolutional Neural Network-based Efficient Dense Point Cloud Generation using Unsigned Distance FieldsCode0
SPA-VAE: Similar-Parts-Assignment for Unsupervised 3D Point Cloud Generation—0
Point Cloud Generation with Continuous Conditioning—0
Generate Point Clouds with Multiscale Details from Graph-Represented Structures—0
Attention-based Transformation from Latent Features to Point CloudsCode1
A Conditional Point Diffusion-Refinement Paradigm for 3D Point Cloud CompletionCode1
EditVAE: Unsupervised Part-Aware Controllable 3D Point Cloud Shape Generation—0
Flow Plugin Network for conditional generationCode0
PoinTr: Diverse Point Cloud Completion with Geometry-Aware TransformersCode1
Unsupervised Learning of Fine Structure Generation for 3D Point Clouds by 2D Projection MatchingCode1
3D Reconstruction through Fusion of Cross-View Images—0
Learning Progressive Point Embeddings for 3D Point Cloud Generation—0
SE-MD: A Single-encoder multiple-decoder deep network for point cloud generation from 2D images—0
Go with the Flows: Mixtures of Normalizing Flows for Point Cloud Generation and Reconstruction—0
RPG: Learning Recursive Point Cloud Generation—0
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
A Point Cloud Generative Model Based on Nonequilibrium Thermodynamics—0
ChartPointFlow for Topology-Aware 3D Point Cloud Generation—0
Learning geometry-image representation for 3D point cloud generation—0
Minimal Adversarial Examples for Deep Learning on 3D Point Clouds—0
Learning Gradient Fields for Shape GenerationCode1
Discrete Point Flow Networks for Efficient Point Cloud GenerationCode1
Progressive Point Cloud Deconvolution Generation NetworkCode1
Conditional Set Generation with TransformersCode0
SoftFlow: Probabilistic Framework for Normalizing Flow on ManifoldsCode1
Generative PointNet: Deep Energy-Based Learning on Unordered Point Sets for 3D Generation, Reconstruction and ClassificationCode1
Energy-Based Processes for Exchangeable DataCode0
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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