SOTAVerified

LIDAR Semantic Segmentation

Papers

Showing 101125 of 129 papers

TitleStatusHype
Unsupervised Domain Adaptation in LiDAR Semantic Segmentation with Self-Supervision and Gated Adapters0
EPMF: Efficient Perception-aware Multi-sensor Fusion for 3D Semantic SegmentationCode1
PolarStream: Streaming Lidar Object Detection and Segmentation with Polar PillarsCode0
Exploiting Local Geometry for Feature and Graph Construction for Better 3D Point Cloud Processing with Graph Neural Networks0
Input-Output Balanced Framework for Long-tailed LiDAR Semantic Segmentation0
Lite-HDSeg: LiDAR Semantic Segmentation Using Lite Harmonic Dense Convolutions0
S3Net: 3D LiDAR Sparse Semantic Segmentation Network0
(AF)2-S3Net: Attentive Feature Fusion with Adaptive Feature Selection for Sparse Semantic Segmentation Network0
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
AMVNet: Assertion-based Multi-View Fusion Network for LiDAR Semantic Segmentation0
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR SegmentationCode1
Multi Projection Fusion for Real-time Semantic Segmentation of 3D LiDAR Point Clouds0
Domain Adaptation in LiDAR Semantic Segmentation by Aligning Class Distributions0
Cylinder3D: An Effective 3D Framework for Driving-scene LiDAR Semantic SegmentationCode1
Searching Efficient 3D Architectures with Sparse Point-Voxel ConvolutionCode2
KPRNet: Improving projection-based LiDAR semantic segmentationCode1
FKAConv: Feature-Kernel Alignment for Point Cloud ConvolutionCode1
PolarNet: An Improved Grid Representation for Online LiDAR Point Clouds Semantic SegmentationCode1
3D-MiniNet: Learning a 2D Representation from Point Clouds for Fast and Efficient 3D LIDAR Semantic SegmentationCode1
RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point CloudsCode2
RangeNet++: Fast and Accurate LiDAR Semantic SegmentationCode1
Deformable Filter Convolution for Point Cloud Reasoning0
KPConv: Flexible and Deformable Convolution for Point CloudsCode1
ConvPoint: Continuous Convolutions for Point Cloud ProcessingCode0
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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