| Lumina-Next: Making Lumina-T2X Stronger and Faster with Next-DiT | Jun 5, 2024 | Image GenerationPoint Cloud Generation | CodeCode Available | 7 | 5 |
| Efficient and Scalable Point Cloud Generation with Sparse Point-Voxel Diffusion Models | Aug 12, 2024 | Computational EfficiencyPoint Cloud Completion | CodeCode Available | 2 | 5 |
| LION: Latent Point Diffusion Models for 3D Shape Generation | Oct 12, 2022 | 3D Generation3D Shape Generation | CodeCode Available | 2 | 5 |
| LidarDM: Generative LiDAR Simulation in a Generated World | Apr 3, 2024 | Autonomous DrivingPoint Cloud Generation | CodeCode Available | 2 | 5 |
| DiT-3D: Exploring Plain Diffusion Transformers for 3D Shape Generation | Jul 4, 2023 | 3D Shape GenerationDenoising | CodeCode Available | 2 | 5 |
| PointFlow: 3D Point Cloud Generation with Continuous Normalizing Flows | Jun 28, 2019 | Point Cloud GenerationVariational Inference | CodeCode Available | 2 | 5 |
| Learning Gradient Fields for Shape Generation | Aug 14, 2020 | Point Cloud Generation | CodeCode Available | 1 | 5 |
| RangeLDM: Fast Realistic LiDAR Point Cloud Generation | Mar 15, 2024 | Autonomous DrivingPoint Cloud Generation | CodeCode Available | 1 | 5 |
| TIGER: Time-Varying Denoising Model for 3D Point Cloud Generation with Diffusion Process | Jan 1, 2024 | DenoisingDiversity | CodeCode Available | 1 | 5 |
| PocoLoco: A Point Cloud Diffusion Model of Human Shape in Loose Clothing | Nov 6, 2024 | DenoisingHuman Animation | CodeCode Available | 1 | 5 |
| SoftFlow: Probabilistic Framework for Normalizing Flow on Manifolds | Jun 8, 2020 | Point Cloud Generation | CodeCode Available | 1 | 5 |
| NeRF-LiDAR: Generating Realistic LiDAR Point Clouds with Neural Radiance Fields | Apr 28, 2023 | Autonomous DrivingNeRF | CodeCode Available | 1 | 5 |
| A Conditional Point Diffusion-Refinement Paradigm for 3D Point Cloud Completion | Dec 7, 2021 | DenoisingPoint Cloud Completion | CodeCode Available | 1 | 5 |
| SetVAE: Learning Hierarchical Composition for Generative Modeling of Set-Structured Data | Mar 29, 2021 | Point Cloud Generation | CodeCode Available | 1 | 5 |
| Volume-DROID: A Real-Time Implementation of Volumetric Mapping with DROID-SLAM | Jun 12, 2023 | Point Cloud GenerationPoint Cloud Registration | CodeCode Available | 1 | 5 |
| Point Cloud Part Editing: Segmentation, Generation, Assembly, and Selection | Dec 19, 2023 | DisentanglementDiversity | CodeCode Available | 1 | 5 |
| TopoDiT-3D: Topology-Aware Diffusion Transformer with Bottleneck Structure for 3D Point Cloud Generation | May 14, 2025 | DiversityPoint Cloud Generation | CodeCode Available | 1 | 5 |
| Learning to Discretize Denoising Diffusion ODEs | May 24, 2024 | DenoisingImage Generation | CodeCode Available | 1 | 5 |
| Learning to Generate Realistic LiDAR Point Clouds | Sep 8, 2022 | DenoisingPoint Cloud Generation | CodeCode Available | 1 | 5 |
| WarpingGAN: Warping Multiple Uniform Priors for Adversarial 3D Point Cloud Generation | Mar 24, 2022 | Point Cloud Generation | CodeCode Available | 1 | 5 |
| Unsupervised Learning of Fine Structure Generation for 3D Point Clouds by 2D Projection Matching | Aug 8, 2021 | Point Cloud Generation | CodeCode Available | 1 | 5 |
| Learning to Drop Points for LiDAR Scan Synthesis | Feb 23, 2021 | Point Cloud GenerationSensor Modeling | CodeCode Available | 1 | 5 |
| A Rotation-Invariant Framework for Deep Point Cloud Analysis | Mar 16, 2020 | Point Cloud GenerationRetrieval | CodeCode Available | 1 | 5 |
| Generative diffusion model with inverse renormalization group flows | Jan 15, 2025 | Audio SynthesisDenoising | CodeCode Available | 1 | 5 |
| Progressive Point Cloud Deconvolution Generation Network | Jul 10, 2020 | Point Cloud Generation | CodeCode Available | 1 | 5 |
| PoinTr: Diverse Point Cloud Completion with Geometry-Aware Transformers | Aug 19, 2021 | DecoderInductive Bias | CodeCode Available | 1 | 5 |
| Diffusion Probabilistic Models for 3D Point Cloud Generation | Mar 2, 2021 | Data AugmentationPoint Cloud Generation | CodeCode Available | 1 | 5 |
| Discrete Point Flow Networks for Efficient Point Cloud Generation | Jul 20, 2020 | 3D Shape RepresentationPoint Cloud Generation | CodeCode Available | 1 | 5 |
| Taming Transformers for Realistic Lidar Point Cloud Generation | Apr 8, 2024 | DenoisingPoint Cloud Generation | CodeCode Available | 1 | 5 |
| ARCH2S: Dataset, Benchmark and Challenges for Learning Exterior Architectural Structures from Point Clouds | Jun 3, 2024 | 3D Scene Reconstruction3D Semantic Segmentation | CodeCode Available | 1 | 5 |
| Unsupervised Learning of Fine Structure Generation for 3D Point Clouds by 2D Projections Matching | Jan 1, 2021 | Point Cloud Generation | CodeCode Available | 1 | 5 |
| Echoes Beyond Points: Unleashing the Power of Raw Radar Data in Multi-modality Fusion | Jul 31, 2023 | Autonomous DrivingPoint Cloud Generation | CodeCode Available | 1 | 5 |
| Attention-based Transformation from Latent Features to Point Clouds | Dec 10, 2021 | Point Cloud CompletionPoint Cloud Generation | CodeCode Available | 1 | 5 |
| LiDAR Data Synthesis with Denoising Diffusion Probabilistic Models | Sep 17, 2023 | Point Cloud CompletionPoint Cloud Generation | CodeCode Available | 1 | 5 |
| Autoregressive 3D Shape Generation via Canonical Mapping | Apr 5, 2022 | 3D Shape GenerationPoint Cloud Generation | CodeCode Available | 1 | 5 |
| Generative PointNet: Deep Energy-Based Learning on Unordered Point Sets for 3D Generation, Reconstruction and Classification | Apr 2, 2020 | 3D GenerationGeneral Classification | CodeCode Available | 1 | 5 |
| RealPoint3D: Point Cloud Generation from a Single Image with Complex Background | Sep 8, 2018 | 3D GenerationPoint Cloud Generation | CodeCode Available | 0 | 5 |
| PointGrow: Autoregressively Learned Point Cloud Generation with Self-Attention | Oct 12, 2018 | DiversityGenerating 3D Point Clouds | CodeCode Available | 0 | 5 |
| Deep Generative Modeling of LiDAR Data | Dec 4, 2018 | Point Cloud Generation | CodeCode Available | 0 | 5 |
| Patch-Wise Point Cloud Generation: A Divide-and-Conquer Approach | Jul 22, 2023 | Autonomous DrivingPoint Cloud Generation | CodeCode Available | 0 | 5 |
| General Point Model Pretraining with Autoencoding and Autoregressive | Jan 1, 2024 | DecoderLanguage Modeling | CodeCode Available | 0 | 5 |
| Convolutional Neural Network-based Efficient Dense Point Cloud Generation using Unsigned Distance Fields | Mar 22, 2022 | Point Cloud Generation | CodeCode Available | 0 | 5 |
| L-MAGIC: Language Model Assisted Generation of Images with Coherence | Jun 3, 2024 | Depth EstimationLanguage Modeling | CodeCode Available | 0 | 5 |
| Flow Plugin Network for conditional generation | Oct 7, 2021 | Conditional Image GenerationFace Generation | CodeCode Available | 0 | 5 |
| Flow-based GAN for 3D Point Cloud Generation from a Single Image | Oct 8, 2022 | Point Cloud GenerationScene Understanding | CodeCode Available | 0 | 5 |
| Conditional Set Generation with Transformers | Jun 26, 2020 | object-detectionObject Detection | CodeCode Available | 0 | 5 |
| Conditional Invertible Flow for Point Cloud Generation | Oct 16, 2019 | Point Cloud Generation | CodeCode Available | 0 | 5 |
| Fast Point Cloud Generation with Straight Flows | Dec 4, 2022 | Point Cloud CompletionPoint Cloud Generation | CodeCode Available | 0 | 5 |
| Adversarial Autoencoders for Compact Representations of 3D Point Clouds | Nov 19, 2018 | 3D Object RetrievalClustering | CodeCode Available | 0 | 5 |
| LiDAR Sensor modeling and Data augmentation with GANs for Autonomous driving | May 17, 2019 | Autonomous DrivingData Augmentation | CodeCode Available | 0 | 5 |
