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 251300 of 348 papers

TitleStatusHype
From CAD models to soft point cloud labels: An automatic annotation pipeline for cheaply supervised 3D semantic segmentation0
Self-Supervised Image-to-Point Distillation via Semantically Tolerant Contrastive Loss0
Understanding Imbalanced Semantic Segmentation Through Neural Collapse0
Open-Set Semantic Segmentation for Point Clouds via Adversarial Prototype Framework0
Towards Deeper and Better Multi-view Feature Fusion for 3D Semantic Segmentation0
Multi-Sem Fusion: Multimodal Semantic Fusion for 3D Object Detection0
A Benchmark for Out of Distribution Detection in Point Cloud 3D Semantic Segmentation0
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in TransformersCode0
Number-Adaptive Prototype Learning for 3D Point Cloud Semantic Segmentation0
LESS: Label-Efficient Semantic Segmentation for LiDAR Point Clouds0
LidarMultiNet: Towards a Unified Multi-Task Network for LiDAR Perception0
Image Understands Point Cloud: Weakly Supervised 3D Semantic Segmentation via Association LearningCode0
LidarMultiNet: Unifying LiDAR Semantic Segmentation, 3D Object Detection, and Panoptic Segmentation in a Single Multi-task Network0
Point-to-Voxel Knowledge Distillation for LiDAR Semantic SegmentationCode0
PointVector: A Vector Representation In Point Cloud AnalysisCode0
MM-TTA: Multi-Modal Test-Time Adaptation for 3D Semantic Segmentation0
Learning 3D Semantics from Pose-Noisy 2D Images with Hierarchical Full Attention NetworkCode0
CodedVTR: Codebook-based Sparse Voxel Transformer with Geometric Guidance0
Understanding the Challenges When 3D Semantic Segmentation Faces Class Imbalanced and OOD Data0
PCSCNet: Fast 3D Semantic Segmentation of LiDAR Point Cloud for Autonomous Car using Point Convolution and Sparse Convolution Network0
COLA: COarse LAbel pre-training for 3D semantic segmentation of sparse LiDAR datasetsCode0
Segment-Fusion: Hierarchical Context Fusion for Robust 3D Semantic Segmentation0
Dynamics-aware Adversarial Attack of 3D Sparse Convolution NetworkCode0
Scalable 3D Semantic Segmentation for Gun Detection in CT ScansCode0
4DContrast: Contrastive Learning with Dynamic Correspondences for 3D Scene Understanding0
NeSF: Neural Semantic Fields for Generalizable Semantic Segmentation of 3D Scenes0
Robust 3D Scene Segmentation through Hierarchical and Learnable Part-Fusion0
Learning 3D Semantic Segmentation with only 2D Image Supervision0
Efficient Point Transformer for Large-scale 3D Scene Understanding0
LatticeNet: Fast Spatio-Temporal Point Cloud Segmentation Using Permutohedral Lattices0
A modular U-Net for automated segmentation of X-ray tomography images in composite materialsCode0
SA-LOAM: Semantic-aided LiDAR SLAM with Loop Closure0
An Unsupervised Optical Flow Estimation For LiDAR Image Sequences0
3D Segmentation Learning from Sparse Annotations and Hierarchical Descriptors0
Cross-Dataset Collaborative Learning for Semantic Segmentation in Autonomous Driving0
3D Semantic Scene Completion: a Survey0
LiDAR-based Recurrent 3D Semantic Segmentation with Temporal Memory Alignment0
Attention Models for Point Clouds in Deep Learning: A Survey0
RANP: Resource Aware Neuron Pruning at Initialization for 3D CNNsCode0
(AF)2-S3Net: Attentive Feature Fusion with Adaptive Feature Selection for Sparse Semantic Segmentation Network0
Dense cellular segmentation for EM using 2D–3D neural network ensemblesCode0
Weakly Supervised 3D Semantic Segmentation Using Cross-Image Consensus and Inter-Voxel Affinity Relations0
SALA: Soft Assignment Local Aggregation for Parameter Efficient 3D Semantic Segmentation0
Contraband Materials Detection Within Volumetric 3D Computed Tomography Baggage Security Screening Imagery0
mDALU: Multi-Source Domain Adaptation and Label Unification with Partial Datasets0
Spherical Interpolated Convolutional Network with Distance-Feature Density for 3D Semantic Segmentation of Point Clouds0
Learning Regional Purity for Instance Segmentation on 3D Point CloudsCode0
Multi Projection Fusion for Real-time Semantic Segmentation of 3D LiDAR Point Clouds0
RANP: Resource Aware Neuron Pruning at Initialization for 3D CNNsCode0
Improving Point Cloud Semantic Segmentation by Learning 3D Object Detection0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1LSK3DNettest mIoU75.6Unverified
2PPT+PTv3test mIoU75.5Unverified
3UniSegtest mIoU75.2Unverified
4SphereFormertest mIoU74.8Unverified
5DITRtest mIoU74.4Unverified
6RangeFormertest mIoU73.3Unverified
7FRNettest 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