ML Research Wiki / Benchmarks / LIDAR Semantic Segmentation / nuScenes

nuScenes

LIDAR Semantic Segmentation Benchmark

Performance Over Time

📊 Showing 26 results | 📏 Metric: test mIoU

Top Performing Models

Rank Model Paper test mIoU Date Code
1 DITR DINO in the Room: Leveraging 2D Foundation Models for 3D Segmentation 0.85 2025-03-24 📦 VisualComputingInstitute/DITR
2 PTv3 + PPT 📚 Point Transformer V3: Simpler, Faster, Stronger 0.83 2023-12-15 📦 Pointcept/Pointcept 📦 facebookresearch/SparseConvNet 📦 pointcept/pointtransformerv3
3 PTv2 Point Transformer V2: Grouped Vector Attention and Partition-based Pooling 0.83 2022-10-11 📦 Pointcept/Pointcept 📦 Pointcept/PointTransformerV2
4 FRNet FRNet: Frustum-Range Networks for Scalable LiDAR Segmentation 0.83 2023-12-07 📦 ldkong1205/Robo3D 📦 Xiangxu-0103/FRNet
5 SphereFormer Spherical Transformer for LiDAR-based 3D Recognition 0.82 2023-03-22 📦 dvlab-research/sphereformer 📦 dvlab-research/mask-attention-free-transformer
6 SPVCNN++ Searching Efficient 3D Architectures with Sparse Point-Voxel Convolution 0.81 2020-07-31 📦 Pointcept/Pointcept 📦 mit-han-lab/torchsparse 📦 mit-han-lab/spvnas
7 2DPASS 2DPASS: 2D Priors Assisted Semantic Segmentation on LiDAR Point Clouds 0.81 2022-07-10 📦 yanx27/2dpass
8 RangeFormer Rethinking Range View Representation for LiDAR Segmentation 0.81 2023-03-09 -
9 Serialized Piont Mamba Serialized Point Mamba: A Serialized Point Cloud Mamba Segmentation Model 0.81 2024-07-17 -
10 SFPNet SFPNet: Sparse Focal Point Network for Semantic Segmentation on General LiDAR Point Clouds 0.80 2024-07-16 📦 Cavendish518/SFPNet

All Papers (26)