SOTAVerified

3D Semantic Segmentation

3D Semantic Segmentation is a computer vision task that involves dividing a 3D point cloud or 3D mesh into semantically meaningful parts or regions. The goal of 3D semantic segmentation is to identify and label different objects and parts within a 3D scene, which can be used for applications such as robotics, autonomous driving, and augmented reality.

Papers

Showing 201250 of 348 papers

TitleStatusHype
ShellNet: Efficient Point Cloud Convolutional Neural Networks using Concentric Shells StatisticsCode0
Dilated Point Convolutions: On the Receptive Field Size of Point Convolutions on 3D Point CloudsCode0
DeepGCNs: Can GCNs Go as Deep as CNNs?Code0
3D Semantic Segmentation with Submanifold Sparse Convolutional NetworksCode0
Point-Voxel CNN for Efficient 3D Deep LearningCode0
Large-scale Point Cloud Semantic Segmentation with Superpoint GraphsCode0
LatticeNet: Fast Point Cloud Segmentation Using Permutohedral LatticesCode0
T-UDA: Temporal Unsupervised Domain Adaptation in Sequential Point CloudsCode0
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in TransformersCode0
Tangent Convolutions for Dense Prediction in 3DCode0
A modular U-Net for automated segmentation of X-ray tomography images in composite materialsCode0
Learning 3D Semantics from Pose-Noisy 2D Images with Hierarchical Full Attention NetworkCode0
Towards Large-scale 3D Representation Learning with Multi-dataset Point Prompt TrainingCode0
Learning Free-Form Deformations for 3D Object ReconstructionCode0
OA-CNNs: Omni-Adaptive Sparse CNNs for 3D Semantic SegmentationCode0
Dynamics-aware Adversarial Attack of 3D Sparse Convolution NetworkCode0
Learning Regional Purity for Instance Segmentation on 3D Point CloudsCode0
PSA-SSL: Pose and Size-aware Self-Supervised Learning on LiDAR Point CloudsCode0
Brain Tissue Segmentation Using NeuroNet With Different Pre-processing TechniquesCode0
OVGaussian: Generalizable 3D Gaussian Segmentation with Open VocabulariesCode0
Cross-Dataset Collaborative Learning for Semantic Segmentation in Autonomous Driving0
RESSCAL3D: Resolution Scalable 3D Semantic Segmentation of Point Clouds0
Rethinking Range View Representation for LiDAR Segmentation0
Revisiting Multi-modal 3D Semantic Segmentation in Real-world Autonomous Driving0
Cylindrical Transform: 3D Semantic Segmentation of Kidneys With Limited Annotated Images0
DALES: A Large-scale Aerial LiDAR Data Set for Semantic Segmentation0
Deep FusionNet for Point Cloud Semantic Segmentation0
Deep Learning for LiDAR Point Clouds in Autonomous Driving: A Review0
Density-Guided Semi-Supervised 3D Semantic Segmentation with Dual-Space Hardness Sampling0
Robust 3D Scene Segmentation through Hierarchical and Learnable Part-Fusion0
Weakly Supervised Semantic Segmentation in 3D Graph-Structured Point Clouds of Wild Scenes0
SALA: Soft Assignment Local Aggregation for Parameter Efficient 3D Semantic Segmentation0
SA-LOAM: Semantic-aided LiDAR SLAM with Loop Closure0
Dr. Splat: Directly Referring 3D Gaussian Splatting via Direct Language Embedding Registration0
TORNADO-Net: mulTiview tOtal vaRiatioN semAntic segmentation with Diamond inceptiOn module0
Uplifting Range-View-based 3D Semantic Segmentation in Real-Time with Multi-Sensor Fusion0
SAM-guided Pseudo Label Enhancement for Multi-modal 3D Semantic Segmentation0
Efficient Point Transformer for Large-scale 3D Scene Understanding0
ALSTER: A Local Spatio-Temporal Expert for Online 3D Semantic Reconstruction0
Enhancing Generalizability of Representation Learning for Data-Efficient 3D Scene Understanding0
Enhancing Power Grid Inspections with Machine Learning0
Equivariant Maps for Hierarchical Structures0
Evaluating Uncertainty Estimation Methods on 3D Semantic Segmentation of Point Clouds0
Scalable Deep Convolutional Neural Networks for Sparse, Locally Dense Liquid Argon Time Projection Chamber Data0
Exploring Modality Guidance to Enhance VFM-based Feature Fusion for UDA in 3D Semantic Segmentation0
Exploring the Untouched Sweeps for Conflict-Aware 3D Segmentation Pretraining0
(AF)2-S3Net: Attentive Feature Fusion with Adaptive Feature Selection for Sparse Semantic Segmentation Network0
RGB and LiDAR fusion based 3D Semantic Segmentation for Autonomous Driving0
Beyond local patches: Preserving global–local interactions by enhancing self-attention via 3D point cloud tokenization0
Beyond Bare Queries: Open-Vocabulary Object Grounding with 3D Scene Graph0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1LSK3DNettest mIoU75.6Unverified
2PPT+PTv3test mIoU75.5Unverified
3UniSegtest mIoU75.2Unverified
4SphereFormertest mIoU74.8Unverified
5DITRtest mIoU74.4Unverified
6FRNettest mIoU73.3Unverified
7RangeFormertest mIoU73.3Unverified
82DPASStest mIoU72.9Unverified
9PTv2test mIoU72.6Unverified
10PPT+SparseUNetval mIoU71.4Unverified
#ModelMetricClaimedVerifiedStatus
1DITRval mIoU41.2Unverified
2ODINval mIoU40.5Unverified
3PTv3 ArKitLabelmakerval mIoU40.3Unverified
4BFANetval mIoU37.3Unverified
5Sonata + PTv3val mIoU36.8Unverified
6Pambaval mIoU36.3Unverified
7PTv3 + PPTval mIoU36Unverified
8OA-CNNsval mIoU33.3Unverified
9LSK3DNetval mIoU33.1Unverified
10OctFormerval mIoU32.6Unverified
#ModelMetricClaimedVerifiedStatus
1KPConvmIoU81.1Unverified
2Superpoint TransformermIoU79.6Unverified
3EyeNetmIoU79.6Unverified
4SuperClustermIoU77.3Unverified
5PointNet++mIoU68.3Unverified
6ConvPointmIoU67.4Unverified
7SPGmIoU60.6Unverified
8PointCNNmIoU58.4Unverified
9ShellNetmIoU57.4Unverified
#ModelMetricClaimedVerifiedStatus
1DA-supervisedmiou Val64.1Unverified
2CLOUDSPAMmiou Val63.6Unverified
3Superpoint Transformermiou Val63.5Unverified
4SuperClustermiou Val62.1Unverified
5DeepViewAggmiou58.3Unverified
6MinkowskiNetmiou53.92Unverified
7PointNet++miou35.66Unverified
8PointNetmiou13.07Unverified
#ModelMetricClaimedVerifiedStatus
1DITRTop-1 IoU0.53Unverified
2SonataTop-1 IoU0.5Unverified
3PTv3Top-1 IoU0.49Unverified
4CACTop-1 IoU0.48Unverified
5OA-CNNTop-1 IoU0.47Unverified
6OctFormerTop-1 IoU0.46Unverified
7SpUNet (MinkowskiNet)Top-1 IoU0.46Unverified
8PTv2Top-1 IoU0.45Unverified
#ModelMetricClaimedVerifiedStatus
1LCPFormermIoU63.4Unverified
2EyeNetmIoU62.3Unverified
3BEV-Seg3D-NetmIoU61.7Unverified
4KPConvmIoU57.58Unverified
5SCF-NetmIoU55.1Unverified
6SparseConvmIoU42.66Unverified
7SPGraphmIoU37.29Unverified
8TangentConvmIoU33.3Unverified
#ModelMetricClaimedVerifiedStatus
1SCF-NetOA95.5Unverified
2RandLANetOA93.5Unverified
3KPFCNNOA91.71Unverified
4TGNetOA91.64Unverified
5MS-PCNNOA91.53Unverified
6PointNet++OA91.21Unverified
7DGCNNOA89Unverified
#ModelMetricClaimedVerifiedStatus
1CSNmIOU62.1Unverified
2MID-NetmIOU60.8Unverified
3FG-NetmIOU58.2Unverified
4closerlook3DmIOU53.8Unverified
5DeepGCNmIOU45.1Unverified
6PartNetmIOU43.2Unverified
#ModelMetricClaimedVerifiedStatus
1Superpoint TransformermIoU (6-Fold)76Unverified
2OneFormer3DmIoU (Area-5)72.4Unverified
3PointTransformerV2mIoU (Area-5)71.6Unverified
4PointNextmIoU (Area-5)70.5Unverified
5PointTransformermIoU (Area-5)70.4Unverified
6PVCNN++mIoU (6-Fold)58.98Unverified
#ModelMetricClaimedVerifiedStatus
1IGNetmIoU62Unverified
2SSLSS with Cylinder3DmIoU61.3Unverified
3Cylinder3DmIoU57Unverified
4LiM3DmIoU-1%57Unverified
5LiM3D+SDSCmIoU-1%55.8Unverified
6MinkowskiNetmIoU55Unverified
#ModelMetricClaimedVerifiedStatus
1KpConvmIOU53.73Unverified
2PointCTmIOU53.2Unverified
3MinkowskiNetmIOU51.3Unverified
4SCF-NetmIOU50.65Unverified
5Point transformermIOU47.64Unverified
6PointNet++mIOU15.92Unverified
#ModelMetricClaimedVerifiedStatus
1Cylinder3DMean IoU (class)46.07Unverified
2salsanextMean IoU (class)43.07Unverified
3SphereformerMean IoU (class)42.19Unverified
4kpconvMean IoU (class)19.97Unverified
#ModelMetricClaimedVerifiedStatus
1Cylinder3DmIoU40.07Unverified
2SPVCNNmIoU36.78Unverified
3MinkUNetmIoU36.53Unverified
4SphereFormermIoU33.97Unverified
#ModelMetricClaimedVerifiedStatus
1PTv2mIoU82.6Unverified
2FRNetmIoU82.5Unverified
3AF2S3NetmIoU78.3Unverified
#ModelMetricClaimedVerifiedStatus
1PointVector-XLmIoU76.5Unverified
2PointMetaBase-XXLmIoU75.8Unverified
3PointNeXt-XLmIoU70.6Unverified
#ModelMetricClaimedVerifiedStatus
1PanopticNDT (10cm)mIoU45.43Unverified
2SemanticNDT (10cm)mIoU44.31Unverified
#ModelMetricClaimedVerifiedStatus
1DITRmIoU73.3Unverified
2vFusedSeg3DmIoU72.46Unverified
#ModelMetricClaimedVerifiedStatus
12D–3D + 3 × 3 × 3Mean IoU (test)0.45Unverified
#ModelMetricClaimedVerifiedStatus
1Res16UNet14CF10.85Unverified