SOTAVerified

LIDAR Semantic Segmentation

Papers

Showing 1–10 of 129 papers

TitleStatusHype
Multi-Modal Data-Efficient 3D Scene Understanding for Autonomous DrivingCode3
Point Transformer V3: Simpler, Faster, StrongerCode3
Attention Is All You NeedCode3
2DPASS: 2D Priors Assisted Semantic Segmentation on LiDAR Point CloudsCode2
FRNet: Frustum-Range Networks for Scalable LiDAR SegmentationCode2
LSK3DNet: Towards Effective and Efficient 3D Perception with Large Sparse KernelsCode2
RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point CloudsCode2
DINO in the Room: Leveraging 2D Foundation Models for 3D SegmentationCode2
Benchmarking the Robustness of LiDAR Semantic Segmentation ModelsCode2
LaserMix for Semi-Supervised LiDAR Semantic SegmentationCode2
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Benchmark Results

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