| Lumina-Next: Making Lumina-T2X Stronger and Faster with Next-DiT | Jun 5, 2024 | Image GenerationPoint Cloud Generation | CodeCode Available | 7 |
| Efficient and Scalable Point Cloud Generation with Sparse Point-Voxel Diffusion Models | Aug 12, 2024 | Computational EfficiencyPoint Cloud Completion | CodeCode Available | 2 |
| LidarDM: Generative LiDAR Simulation in a Generated World | Apr 3, 2024 | Autonomous DrivingPoint Cloud Generation | CodeCode Available | 2 |
| DiT-3D: Exploring Plain Diffusion Transformers for 3D Shape Generation | Jul 4, 2023 | 3D Shape GenerationDenoising | CodeCode Available | 2 |
| LION: Latent Point Diffusion Models for 3D Shape Generation | Oct 12, 2022 | 3D Generation3D Shape Generation | CodeCode Available | 2 |
| PointFlow: 3D Point Cloud Generation with Continuous Normalizing Flows | Jun 28, 2019 | Point Cloud GenerationVariational Inference | CodeCode Available | 2 |
| TopoDiT-3D: Topology-Aware Diffusion Transformer with Bottleneck Structure for 3D Point Cloud Generation | May 14, 2025 | DiversityPoint Cloud Generation | CodeCode Available | 1 |
| Generative diffusion model with inverse renormalization group flows | Jan 15, 2025 | Audio SynthesisDenoising | CodeCode Available | 1 |
| PocoLoco: A Point Cloud Diffusion Model of Human Shape in Loose Clothing | Nov 6, 2024 | DenoisingHuman Animation | CodeCode Available | 1 |
| ARCH2S: Dataset, Benchmark and Challenges for Learning Exterior Architectural Structures from Point Clouds | Jun 3, 2024 | 3D Scene Reconstruction3D Semantic Segmentation | CodeCode Available | 1 |
