SOTAVerified

LIDAR Semantic Segmentation

Papers

Showing 5175 of 129 papers

TitleStatusHype
BaSAL: Size-Balanced Warm Start Active Learning for LiDAR Semantic SegmentationCode0
PonderV2: Pave the Way for 3D Foundation Model with A Universal Pre-training ParadigmCode2
Discwise Active Learning for LiDAR Semantic Segmentation0
SPOT: Scalable 3D Pre-training via Occupancy Prediction for Learning Transferable 3D RepresentationsCode0
TFNet: Exploiting Temporal Cues for Fast and Accurate LiDAR Semantic Segmentation0
UniSeg: A Unified Multi-Modal LiDAR Segmentation Network and the OpenPCSeg CodebaseCode2
SVQNet: Sparse Voxel-Adjacent Query Network for 4D Spatio-Temporal LiDAR Semantic Segmentation0
HuBo-VLM: Unified Vision-Language Model designed for HUman roBOt interaction tasksCode0
Towards Large-scale 3D Representation Learning with Multi-dataset Point Prompt TrainingCode0
Cross-modal & Cross-domain Learning for Unsupervised LiDAR Semantic Segmentation0
LEST: Large-scale LiDAR Semantic Segmentation with Transformer0
CMDFusion: Bidirectional Fusion Network with Cross-modality Knowledge Distillation for LIDAR Semantic SegmentationCode1
Walking Your LiDOG: A Journey Through Multiple Domains for LiDAR Semantic SegmentationCode1
Knowledge Distillation from 3D to Bird's-Eye-View for LiDAR Semantic SegmentationCode1
OccFormer: Dual-path Transformer for Vision-based 3D Semantic Occupancy PredictionCode2
Continual Learning for LiDAR Semantic Segmentation: Class-Incremental and Coarse-to-Fine strategies on Sparse DataCode1
Instant Domain Augmentation for LiDAR Semantic Segmentation0
Spherical Transformer for LiDAR-based 3D RecognitionCode2
Rethinking Range View Representation for LiDAR Segmentation0
Few-shot 3D LiDAR Semantic Segmentation for Autonomous Driving0
Learning from Mistakes: Self-Regularizing Hierarchical Representations in Point Cloud Semantic Segmentation0
Using a Waffle Iron for Automotive Point Cloud Semantic SegmentationCode1
LENet: Lightweight And Efficient LiDAR Semantic Segmentation Using Multi-Scale Convolution AttentionCode1
Benchmarking the Robustness of LiDAR Semantic Segmentation ModelsCode2
Efficient LiDAR Point Cloud Oversegmentation NetworkCode0
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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