| 2DPASS: 2D Priors Assisted Semantic Segmentation on LiDAR Point Clouds | Jul 10, 2022 | 3D Semantic SegmentationAutonomous Driving | CodeCode Available | 2 | 5 |
| FRNet: Frustum-Range Networks for Scalable LiDAR Segmentation | Dec 7, 2023 | 3D Semantic SegmentationAutonomous Driving | CodeCode Available | 2 | 5 |
| DINO in the Room: Leveraging 2D Foundation Models for 3D Segmentation | Mar 24, 2025 | 3D Semantic SegmentationLIDAR Semantic Segmentation | CodeCode Available | 2 | 5 |
| Scribble-Supervised LiDAR Semantic Segmentation | Mar 16, 2022 | 3D Semantic SegmentationLIDAR Semantic Segmentation | CodeCode Available | 2 | 5 |
| OccFormer: Dual-path Transformer for Vision-based 3D Semantic Occupancy Prediction | Apr 11, 2023 | 3D Semantic Occupancy Prediction3D Semantic Scene Completion | CodeCode Available | 2 | 5 |
| RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds | Nov 25, 2019 | 3D Semantic SegmentationLIDAR Semantic Segmentation | CodeCode Available | 2 | 5 |
| PonderV2: Pave the Way for 3D Foundation Model with A Universal Pre-training Paradigm | Oct 12, 2023 | 3D Object Detection3D Reconstruction | CodeCode Available | 2 | 5 |
| LSK3DNet: Towards Effective and Efficient 3D Perception with Large Sparse Kernels | Mar 22, 2024 | 3D Semantic SegmentationLIDAR Semantic Segmentation | CodeCode Available | 2 | 5 |
| Is Your LiDAR Placement Optimized for 3D Scene Understanding? | Mar 25, 2024 | 3D Object DetectionLIDAR Semantic Segmentation | CodeCode Available | 2 | 5 |
| SFPNet: Sparse Focal Point Network for Semantic Segmentation on General LiDAR Point Clouds | Jul 16, 2024 | LIDAR Semantic SegmentationSemantic Segmentation | CodeCode Available | 2 | 5 |
