| XVerse: Consistent Multi-Subject Control of Identity and Semantic Attributes via DiT Modulation | Jun 26, 2025 | AttributeImage Generation | CodeCode Available | 4 |
| Cube: A Roblox View of 3D Intelligence | Mar 19, 2025 | Scene GenerationText Generation | CodeCode Available | 4 |
| 3D Scene Generation: A Survey | May 8, 2025 | Autonomous DrivingDiversity | CodeCode Available | 4 |
| UniScene: Unified Occupancy-centric Driving Scene Generation | Dec 6, 2024 | Autonomous DrivingScene Generation | CodeCode Available | 4 |
| FSID: Fully Synthetic Image Denoising via Procedural Scene Generation | Dec 7, 2022 | DenoisingImage Denoising | CodeCode Available | 4 |
| SceneCraft: Layout-Guided 3D Scene Generation | Oct 11, 2024 | 3D GenerationImage Generation | CodeCode Available | 3 |
| HERMES: A Unified Self-Driving World Model for Simultaneous 3D Scene Understanding and Generation | Jan 24, 2025 | Autonomous DrivingLanguage Modeling | CodeCode Available | 3 |
| GaussianCity: Generative Gaussian Splatting for Unbounded 3D City Generation | Jun 10, 2024 | 3D GenerationNeRF | CodeCode Available | 3 |
| SemCity: Semantic Scene Generation with Triplane Diffusion | Mar 12, 2024 | Scene Generation | CodeCode Available | 3 |
| DreamScene4D: Dynamic Multi-Object Scene Generation from Monocular Videos | May 3, 2024 | Depth EstimationDepth Prediction | CodeCode Available | 3 |
| DynamicCity: Large-Scale 4D Occupancy Generation from Dynamic Scenes | Oct 23, 2024 | Scene Generation | CodeCode Available | 3 |
| Free4D: Tuning-free 4D Scene Generation with Spatial-Temporal Consistency | Mar 26, 2025 | DenoisingScene Generation | CodeCode Available | 3 |
| Towards Realistic Scene Generation with LiDAR Diffusion Models | Mar 31, 2024 | 3D geometryImage Generation | CodeCode Available | 3 |
| MetaSpatial: Reinforcing 3D Spatial Reasoning in VLMs for the Metaverse | Mar 24, 2025 | Layout GenerationReinforcement Learning (RL) | CodeCode Available | 3 |
| Director3D: Real-world Camera Trajectory and 3D Scene Generation from Text | Jun 25, 2024 | 3D GenerationDenoising | CodeCode Available | 3 |
| BlockFusion: Expandable 3D Scene Generation using Latent Tri-plane Extrapolation | Jan 30, 2024 | DenoisingScene Generation | CodeCode Available | 2 |
| Long-term Traffic Simulation with Interleaved Autoregressive Motion and Scenario Generation | Jun 20, 2025 | Scene Generation | CodeCode Available | 2 |
| Compositional Transformers for Scene Generation | Dec 1, 2021 | DisentanglementImage Generation | CodeCode Available | 2 |
| XCube: Large-Scale 3D Generative Modeling using Sparse Voxel Hierarchies | Dec 6, 2023 | 3D Shape GenerationScene Generation | CodeCode Available | 2 |
| HoloTime: Taming Video Diffusion Models for Panoramic 4D Scene Generation | Apr 30, 2025 | Depth EstimationScene Generation | CodeCode Available | 2 |
| I^2-World: Intra-Inter Tokenization for Efficient Dynamic 4D Scene Forecasting | Jul 12, 2025 | Autonomous DrivingComputational Efficiency | CodeCode Available | 2 |
| Urban Architect: Steerable 3D Urban Scene Generation with Layout Prior | Apr 10, 2024 | 3D GenerationModel Optimization | CodeCode Available | 2 |
| Single-Stage Diffusion NeRF: A Unified Approach to 3D Generation and Reconstruction | Apr 13, 2023 | 3D-Aware Image Synthesis3D Generation | CodeCode Available | 2 |
| GPD-1: Generative Pre-training for Driving | Dec 11, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation | Nov 23, 2024 | Image GenerationScene Generation | CodeCode Available | 2 |
| LAION-SG: An Enhanced Large-Scale Dataset for Training Complex Image-Text Models with Structural Annotations | Dec 11, 2024 | AttributeImage Generation | CodeCode Available | 2 |
| Solving Motion Planning Tasks with a Scalable Generative Model | Jul 3, 2024 | Autonomous DrivingMotion Planning | CodeCode Available | 2 |
| CityDreamer: Compositional Generative Model of Unbounded 3D Cities | Sep 1, 2023 | modelScene Generation | CodeCode Available | 2 |
| SceneDreamer: Unbounded 3D Scene Generation from 2D Image Collections | Feb 2, 2023 | Scene Generation | CodeCode Available | 2 |
| Compositional Transformers for Scene Generation | Nov 17, 2021 | DisentanglementScene Generation | CodeCode Available | 2 |
| SceneGraphNet: Neural Message Passing for 3D Indoor Scene Augmentation | Jul 25, 2019 | 3D Object RecognitionObject Recognition | CodeCode Available | 2 |
| Steerable Scene Generation with Post Training and Inference-Time Search | May 7, 2025 | Scene Generation | CodeCode Available | 2 |
| REPARO: Compositional 3D Assets Generation with Differentiable 3D Layout Alignment | May 28, 2024 | Image to 3DObject | CodeCode Available | 2 |
| NuiScene: Exploring Efficient Generation of Unbounded Outdoor Scenes | Mar 20, 2025 | Scene Generation | CodeCode Available | 2 |
| Controllable 3D Outdoor Scene Generation via Scene Graphs | Mar 10, 2025 | Autonomous DrivingScene Generation | CodeCode Available | 2 |
| Alfie: Democratising RGBA Image Generation With No $ | Aug 27, 2024 | Image GenerationImage Matting | CodeCode Available | 2 |
| MeshDiffusion: Score-based Generative 3D Mesh Modeling | Mar 14, 2023 | Scene Generation | CodeCode Available | 2 |
| EchoScene: Indoor Scene Generation via Information Echo over Scene Graph Diffusion | May 2, 2024 | 3D Object RetrievalDenoising | CodeCode Available | 2 |
| SceneDreamer360: Text-Driven 3D-Consistent Scene Generation with Panoramic Gaussian Splatting | Aug 25, 2024 | 3DGSImage Generation | CodeCode Available | 2 |
| CityDreamer4D: Compositional Generative Model of Unbounded 4D Cities | Jan 15, 2025 | Scene Generation | CodeCode Available | 2 |
| SteerX: Creating Any Camera-Free 3D and 4D Scenes with Geometric Steering | Mar 15, 2025 | Scene GenerationVideo Generation | CodeCode Available | 2 |
| GAUDI: A Neural Architect for Immersive 3D Scene Generation | Jul 27, 2022 | Image GenerationScene Generation | CodeCode Available | 2 |
| Advances in 4D Generation: A Survey | Mar 18, 2025 | Autonomous DrivingComputational Efficiency | CodeCode Available | 2 |
| Generative Adversarial Transformers | Mar 1, 2021 | DisentanglementImage Generation | CodeCode Available | 2 |
| Seeing the Future, Perceiving the Future: A Unified Driving World Model for Future Generation and Perception | Mar 17, 2025 | Future predictionScene Generation | CodeCode Available | 2 |
| Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation | Dec 27, 2019 | Image GenerationScene Generation | CodeCode Available | 1 |
| Learning Canonical Representations for Scene Graph to Image Generation | Dec 16, 2019 | Image GenerationLayout-to-Image Generation | CodeCode Available | 1 |
| LLM Blueprint: Enabling Text-to-Image Generation with Complex and Detailed Prompts | Oct 16, 2023 | Image GenerationLayout-to-Image Generation | CodeCode Available | 1 |
| InfinityGAN: Towards Infinite-Pixel Image Synthesis | Apr 8, 2021 | Image GenerationScene Generation | CodeCode Available | 1 |
| Language Conditioned Traffic Generation | Jul 16, 2023 | DecoderLanguage Modeling | CodeCode Available | 1 |