| Beyond One Shot, Beyond One Perspective: Cross-View and Long-Horizon Distillation for Better LiDAR Representations | Jul 7, 2025 | 3D Object DetectionAutonomous Driving | CodeCode Available | 1 |
| Towards Explicit Geometry-Reflectance Collaboration for Generalized LiDAR Segmentation in Adverse Weather | Jun 3, 2025 | LIDAR Semantic SegmentationSemantic Segmentation | —Unverified | 0 |
| NUC-Net: Non-uniform Cylindrical Partition Network for Efficient LiDAR Semantic Segmentation | May 30, 2025 | Autonomous DrivingGPU | CodeCode Available | 0 |
| DINO in the Room: Leveraging 2D Foundation Models for 3D Segmentation | Mar 24, 2025 | 3D Semantic SegmentationLIDAR Semantic Segmentation | CodeCode Available | 2 |
| No Thing, Nothing: Highlighting Safety-Critical Classes for Robust LiDAR Semantic Segmentation in Adverse Weather | Mar 20, 2025 | Domain GeneralizationLIDAR Semantic Segmentation | —Unverified | 0 |
| Label-Efficient LiDAR Semantic Segmentation with 2D-3D Vision Transformer Adapters | Mar 5, 2025 | LIDAR Semantic SegmentationPoint Cloud Segmentation | —Unverified | 0 |
| FLARES: Fast and Accurate LiDAR Multi-Range Semantic Segmentation | Feb 13, 2025 | Autonomous DrivingLIDAR Semantic Segmentation | —Unverified | 0 |
| SynthmanticLiDAR: A Synthetic Dataset for Semantic Segmentation on LiDAR Imaging | Jan 31, 2025 | Autonomous DrivingLIDAR Semantic Segmentation | CodeCode Available | 0 |
| 3DLabelProp: Geometric-Driven Domain Generalization for LiDAR Semantic Segmentation in Autonomous Driving | Jan 24, 2025 | Autonomous DrivingDomain Generalization | CodeCode Available | 1 |
| 4D-CS: Exploiting Cluster Prior for 4D Spatio-Temporal LiDAR Semantic Segmentation | Jan 6, 2025 | Autonomous DrivingLIDAR Semantic Segmentation | CodeCode Available | 0 |
