SOTAVerified

LIDAR Semantic Segmentation

Papers

Showing 2650 of 129 papers

TitleStatusHype
RAPiD-Seg: Range-Aware Pointwise Distance Distribution Networks for 3D LiDAR SegmentationCode1
CoSMix: Compositional Semantic Mix for Domain Adaptation in 3D LiDAR SegmentationCode1
CPGNet: Cascade Point-Grid Fusion Network for Real-Time LiDAR Semantic SegmentationCode1
Cylinder3D: An Effective 3D Framework for Driving-scene LiDAR Semantic SegmentationCode1
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR SegmentationCode1
Continual Learning for LiDAR Semantic Segmentation: Class-Incremental and Coarse-to-Fine strategies on Sparse DataCode1
PolarNet: An Improved Grid Representation for Online LiDAR Point Clouds Semantic SegmentationCode1
KPConv: Flexible and Deformable Convolution for Point CloudsCode1
Generative Range Imaging for Learning Scene Priors of 3D LiDAR DataCode1
ItTakesTwo: Leveraging Peer Representations for Semi-supervised LiDAR Semantic SegmentationCode1
Reflectivity Is All You Need!: Advancing LiDAR Semantic SegmentationCode1
EPMF: Efficient Perception-aware Multi-sensor Fusion for 3D Semantic SegmentationCode1
PC-BEV: An Efficient Polar-Cartesian BEV Fusion Framework for LiDAR Semantic SegmentationCode1
Pit30M: A Benchmark for Global Localization in the Age of Self-Driving CarsCode1
FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware ModellingCode1
CMDFusion: Bidirectional Fusion Network with Cross-modality Knowledge Distillation for LIDAR Semantic SegmentationCode1
Open-world Semantic Segmentation for LIDAR Point CloudsCode1
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation DecodingCode1
COARSE3D: Class-Prototypes for Contrastive Learning in Weakly-Supervised 3D Point Cloud SegmentationCode1
PCB-RandNet: Rethinking Random Sampling for LIDAR Semantic Segmentation in Autonomous Driving SceneCode1
Off-Road LiDAR Intensity Based Semantic SegmentationCode1
3D-MiniNet: Learning a 2D Representation from Point Clouds for Fast and Efficient 3D LIDAR Semantic SegmentationCode1
Online Segmentation of LiDAR Sequences: Dataset and AlgorithmCode1
GFNet: Geometric Flow Network for 3D Point Cloud Semantic SegmentationCode1
CENet: Toward Concise and Efficient LiDAR Semantic Segmentation for Autonomous DrivingCode1
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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