SOTAVerified

LIDAR Semantic Segmentation

Papers

Showing 101129 of 129 papers

TitleStatusHype
LEST: Large-scale LiDAR Semantic Segmentation with Transformer0
LidarMultiNet: Unifying LiDAR Semantic Segmentation, 3D Object Detection, and Panoptic Segmentation in a Single Multi-task Network0
LIF-Seg: LiDAR and Camera Image Fusion for 3D LiDAR Semantic Segmentation0
Lite-HDSeg: LiDAR Semantic Segmentation Using Lite Harmonic Dense Convolutions0
LVIC: Multi-modality segmentation by Lifting Visual Info as Cue0
MemorySeg: Online LiDAR Semantic Segmentation with a Latent Memory0
MILAN: Milli-Annotations for Lidar Semantic Segmentation0
Multi-modal NeRF Self-Supervision for LiDAR Semantic Segmentation0
Multi Projection Fusion for Real-time Semantic Segmentation of 3D LiDAR Point Clouds0
No Thing, Nothing: Highlighting Safety-Critical Classes for Robust LiDAR Semantic Segmentation in Adverse Weather0
SVQNet: Sparse Voxel-Adjacent Query Network for 4D Spatio-Temporal LiDAR Semantic Segmentation0
Paris-Lille-3D: a large and high-quality ground truth urban point cloud dataset for automatic segmentation and classification0
ParisLuco3D: A high-quality target dataset for domain generalization of LiDAR perception0
2D Feature Distillation for Weakly- and Semi-Supervised 3D Semantic Segmentation0
Railway LiDAR semantic segmentation based on intelligent semi-automated data annotation0
TFNet: Exploiting Temporal Cues for Fast and Accurate LiDAR Semantic Segmentation0
Rethinking Range View Representation for LiDAR Segmentation0
S3Net: 3D LiDAR Sparse Semantic Segmentation Network0
Towards Explicit Geometry-Reflectance Collaboration for Generalized LiDAR Segmentation in Adverse Weather0
UniMix: Towards Domain Adaptive and Generalizable LiDAR Semantic Segmentation in Adverse Weather0
(AF)2-S3Net: Attentive Feature Fusion with Adaptive Feature Selection for Sparse Semantic Segmentation Network0
AMVNet: Assertion-based Multi-View Fusion Network for LiDAR Semantic Segmentation0
Annotator: A Generic Active Learning Baseline for LiDAR Semantic Segmentation0
A Point-Based Approach to Efficient LiDAR Multi-Task Perception0
A Preprocessing and Postprocessing Voxel-based Method for LiDAR Semantic Segmentation Improvement in Long Distance0
Are We Ready for Real-Time LiDAR Semantic Segmentation in Autonomous Driving?0
Serialized Point Mamba: A Serialized Point Cloud Mamba Segmentation Model0
Calibrated and Efficient Sampling-Free Confidence Estimation for LiDAR Scene Semantic Segmentation0
Comparison of lidar semantic segmentation performance on the structured SemanticKITTI and off-road RELLIS-3D datasets0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DITRtest mIoU0.85Unverified
2PTv3 + PPTtest mIoU0.83Unverified
3PTv2test mIoU0.83Unverified
4FRNettest mIoU0.83Unverified
5SphereFormertest mIoU0.82Unverified
6SPVCNN++test mIoU0.81Unverified
72DPASStest mIoU0.81Unverified
8RangeFormertest mIoU0.81Unverified
9Serialized Piont Mambaval mIoU0.81Unverified
10SFPNettest mIoU0.8Unverified
#ModelMetricClaimedVerifiedStatus
1FKAConvmIOU0.83Unverified
2Feature Geometric Net (FG Net)mIOU0.82Unverified
3GeomGCNNmIOU0.79Unverified
4ConvPointmIOU0.76Unverified
5KPConv deformmIOU0.76Unverified
6CLOUDSPAMmIOU0.74Unverified
7ConvPoint_KerasmIOU0.72Unverified
8DA-supervisedmIOU0.64Unverified
9Paris-Lille-3DmIOU0.31Unverified
#ModelMetricClaimedVerifiedStatus
1AF2S3NetmIOU70.8Unverified
2SFPNetmIOU70.3Unverified
3TFNetmIOU66.1Unverified
4MPFmIOU55.5Unverified
#ModelMetricClaimedVerifiedStatus
1SFPNetval mIoU72.8Unverified
2Cylinder3Dval mIoU68.8Unverified
3SphereFormerval mIoU67.8Unverified
4Submanifold Sparse CNNval mIoU67.6Unverified
#ModelMetricClaimedVerifiedStatus
1SJ+LPD (SemanticKITTI2SemanticSTF)Mean IoU39.5Unverified
2SJ+LPD (SynLiDAR2SemanticSTF)Mean IoU20.51Unverified
#ModelMetricClaimedVerifiedStatus
1SOULBinary Accuracy0.76Unverified