| PETRv2: A Unified Framework for 3D Perception from Multi-Camera Images | Jun 2, 2022 | 3D Lane Detection3D Object Detection | CodeCode Available | 3 |
| MagicDrive: Street View Generation with Diverse 3D Geometry Control | Oct 4, 2023 | 3D geometry3D Object Detection | CodeCode Available | 3 |
| Mask2Map: Vectorized HD Map Construction Using Bird's Eye View Segmentation Masks | Jul 18, 2024 | Autonomous DrivingBEV Segmentation | CodeCode Available | 2 |
| MIM4D: Masked Modeling with Multi-View Video for Autonomous Driving Representation Learning | Mar 13, 2024 | 3D Object DetectionAutonomous Driving | CodeCode Available | 2 |
| CoBEVT: Cooperative Bird's Eye View Semantic Segmentation with Sparse Transformers | Jul 5, 2022 | 3D Object DetectionAutonomous Driving | CodeCode Available | 2 |
| SeaBird: Segmentation in Bird's View with Dice Loss Improves Monocular 3D Detection of Large Objects | Mar 29, 2024 | 3D Object Detection3D Object Detection From Monocular Images | CodeCode Available | 2 |
| DualDiff+: Dual-Branch Diffusion for High-Fidelity Video Generation with Reward Guidance | Mar 5, 2025 | 3D Object DetectionBEV Segmentation | CodeCode Available | 1 |
| Cross-View Meets Diffusion: Aerial Image Synthesis with Geometry and Text Guidance | Aug 8, 2024 | BEV SegmentationData Augmentation | CodeCode Available | 1 |
| CRT-Fusion: Camera, Radar, Temporal Fusion Using Motion Information for 3D Object Detection | Nov 5, 2024 | 3D Object DetectionAutonomous Vehicles | CodeCode Available | 1 |
| DualDiff: Dual-branch Diffusion Model for Autonomous Driving with Semantic Fusion | May 3, 2025 | 3D Object DetectionAutonomous Driving | CodeCode Available | 1 |
| Dur360BEV: A Real-world 360-degree Single Camera Dataset and Benchmark for Bird-Eye View Mapping in Autonomous Driving | Mar 2, 2025 | Autonomous DrivingBEV Segmentation | CodeCode Available | 1 |
| Learning Ego 3D Representation as Ray Tracing | Jun 8, 2022 | 3D Object DetectionBEV Segmentation | CodeCode Available | 1 |
| OccFeat: Self-supervised Occupancy Feature Prediction for Pretraining BEV Segmentation Networks | Apr 22, 2024 | BEV SegmentationPrediction | CodeCode Available | 1 |
| SegLocNet: Multimodal Localization Network for Autonomous Driving via Bird's-Eye-View Segmentation | Feb 27, 2025 | Autonomous DrivingBEV Segmentation | CodeCode Available | 1 |
| SimBEV: A Synthetic Multi-Task Multi-Sensor Driving Data Generation Tool and Dataset | Feb 4, 2025 | 3D Object DetectionAutonomous Driving | CodeCode Available | 1 |
| GaussianBeV: 3D Gaussian Representation meets Perception Models for BeV Segmentation | Jul 19, 2024 | BEV SegmentationScene Understanding | —Unverified | 0 |
| TempBEV: Improving Learned BEV Encoders with Combined Image and BEV Space Temporal Aggregation | Apr 17, 2024 | 3D Object DetectionAutonomous Driving | —Unverified | 0 |
| Divide and Conquer: Improving Multi-Camera 3D Perception with 2D Semantic-Depth Priors and Input-Dependent Queries | Aug 13, 2024 | 3D Object DetectionBEV Segmentation | —Unverified | 0 |
| Towards Viewpoint Robustness in Bird's Eye View Segmentation | Sep 11, 2023 | Autonomous VehiclesBEV Segmentation | —Unverified | 0 |
| U-BEV: Height-aware Bird's-Eye-View Segmentation and Neural Map-based Relocalization | Oct 20, 2023 | BEV Segmentation | —Unverified | 0 |
| Focus on BEV: Self-calibrated Cycle View Transformation for Monocular Birds-Eye-View Segmentation | Oct 21, 2024 | BEV Segmentation | —Unverified | 0 |
| GitNet: Geometric Prior-based Transformation for Birds-Eye-View Segmentation | Apr 16, 2022 | Autonomous DrivingBEV Segmentation | —Unverified | 0 |
| Uncertainty Quantification for Bird's Eye View Semantic Segmentation: Methods and Benchmarks | May 31, 2024 | Autonomous DrivingBEV Segmentation | —Unverified | 0 |
| M^2BEV: Multi-Camera Joint 3D Detection and Segmentation with Unified Birds-Eye View Representation | Apr 11, 2022 | 3D Object DetectionBEV Segmentation | —Unverified | 0 |
| MagicDrive3D: Controllable 3D Generation for Any-View Rendering in Street Scenes | May 23, 2024 | 3D GenerationAutonomous Driving | —Unverified | 0 |
