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
Meta-RangeSeg: LiDAR Sequence Semantic Segmentation Using Multiple Feature AggregationCode1
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
Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI ImagesCode2
Segment-Fusion: Hierarchical Context Fusion for Robust 3D Semantic Segmentation0
Dynamics-aware Adversarial Attack of 3D Sparse Convolution NetworkCode0
Fast Point TransformerCode1
Scalable 3D Semantic Segmentation for Gun Detection in CT ScansCode0
4DContrast: Contrastive Learning with Dynamic Correspondences for 3D Scene Understanding0
Voint Cloud: Multi-View Point Cloud Representation for 3D UnderstandingCode1
NeSF: Neural Semantic Fields for Generalizable Semantic Segmentation of 3D Scenes0
Robust 3D Scene Segmentation through Hierarchical and Learnable Part-Fusion0
Panoptic 3D Scene Reconstruction From a Single RGB ImageCode1
Learning 3D Semantic Segmentation with only 2D Image Supervision0
OSS-Net: Memory Efficient High Resolution Semantic Segmentation of 3D Medical DataCode1
Guided Point Contrastive Learning for Semi-supervised Point Cloud Semantic SegmentationCode1
BuildingNet: Learning to Label 3D BuildingsCode1
Mix3D: Out-of-Context Data Augmentation for 3D ScenesCode1
Efficient Point Transformer for Large-scale 3D Scene Understanding0
Semantic Segmentation-assisted Scene Completion for LiDAR Point CloudsCode1
Efficient Urban-scale Point Clouds Segmentation with BEV ProjectionCode1
FIDNet: LiDAR Point Cloud Semantic Segmentation with Fully Interpolation DecodingCode1
Spatio-temporal Self-Supervised Representation Learning for 3D Point CloudsCode1
Learning Inner-Group Relations on Point CloudsCode1
LatticeNet: Fast Spatio-Temporal Point Cloud Segmentation Using Permutohedral Lattices0
Sparse-to-dense Feature Matching: Intra and Inter domain Cross-modal Learning in Domain Adaptation for 3D Semantic SegmentationCode1
VMNet: Voxel-Mesh Network for Geodesic-Aware 3D Semantic SegmentationCode1
A modular U-Net for automated segmentation of X-ray tomography images in composite materialsCode0
Similarity-Aware Fusion Network for 3D Semantic SegmentationCode1
SA-LOAM: Semantic-aided LiDAR SLAM with Loop Closure0
EPMF: Efficient Perception-aware Multi-sensor Fusion for 3D Semantic SegmentationCode1
SCF-Net: Learning Spatial Contextual Features for Large-Scale Point Cloud SegmentationCode1
DLA-Net: Learning Dual Local Attention Features for Semantic Segmentation of Large-Scale Building Facade Point CloudsCode1
An Unsupervised Optical Flow Estimation For LiDAR Image Sequences0
3D Segmentation Learning from Sparse Annotations and Hierarchical Descriptors0
One Thing One Click: A Self-Training Approach for Weakly Supervised 3D Semantic SegmentationCode1
Bidirectional Projection Network for Cross Dimension Scene UnderstandingCode1
Cross-Dataset Collaborative Learning for Semantic Segmentation in Autonomous Driving0
Investigate Indistinguishable Points in Semantic Segmentation of 3D Point CloudCode1
Semantic Segmentation for Real Point Cloud Scenes via Bilateral Augmentation and Adaptive FusionCode1
3D Semantic Scene Completion: a Survey0
LiDAR-based Recurrent 3D Semantic Segmentation with Temporal Memory Alignment0
FPS-Net: A Convolutional Fusion Network for Large-Scale LiDAR Point Cloud SegmentationCode1
SUM: A Benchmark Dataset of Semantic Urban MeshesCode1
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
OpenGF: An Ultra-Large-Scale Ground Filtering Dataset Built Upon Open ALS Point Clouds Around the WorldCode1
Cross-modal Learning for Domain Adaptation in 3D Semantic SegmentationCode1
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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