SOTAVerified

LIDAR Semantic Segmentation

Papers

Showing 101129 of 129 papers

TitleStatusHype
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
ConvPoint: Continuous Convolutions for Point Cloud ProcessingCode0
3D Semantic Segmentation with Submanifold Sparse Convolutional NetworksCode0
4D-CS: Exploiting Cluster Prior for 4D Spatio-Temporal LiDAR Semantic SegmentationCode0
Point-to-Voxel Knowledge Distillation for LiDAR Semantic SegmentationCode0
SynthmanticLiDAR: A Synthetic Dataset for Semantic Segmentation on LiDAR ImagingCode0
BaSAL: Size-Balanced Warm Start Active Learning for LiDAR Semantic SegmentationCode0
OA-CNNs: Omni-Adaptive Sparse CNNs for 3D Semantic SegmentationCode0
NUC-Net: Non-uniform Cylindrical Partition Network for Efficient LiDAR Semantic SegmentationCode0
PolarStream: Streaming Lidar Object Detection and Segmentation with Polar PillarsCode0
TeFF: Tracking-enhanced Forgetting-free Few-shot 3D LiDAR Semantic SegmentationCode0
Rethinking LiDAR Domain Generalization: Single Source as Multiple Density DomainsCode0
SPOT: Scalable 3D Pre-training via Occupancy Prediction for Learning Transferable 3D RepresentationsCode0
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic SegmentationCode0
HuBo-VLM: Unified Vision-Language Model designed for HUman roBOt interaction tasksCode0
Exploring Scene Affinity for Semi-Supervised LiDAR Semantic SegmentationCode0
ConDA: Unsupervised Domain Adaptation for LiDAR Segmentation via Regularized Domain ConcatenationCode0
Efficient LiDAR Point Cloud Oversegmentation NetworkCode0
CLOUDSPAM: Contrastive Learning On Unlabeled Data for Segmentation and Pre-Training Using Aggregated Point Clouds and MoCoCode0
Towards Large-scale 3D Representation Learning with Multi-dataset Point Prompt TrainingCode0
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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
7RangeFormertest mIoU0.81Unverified
82DPASStest 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