SOTAVerified

3D Point Cloud Classification

Papers

Showing 176200 of 202 papers

TitleStatusHype
Structural Relational Reasoning of Point Clouds0
PointWeb: Enhancing Local Neighborhood Features for Point Cloud ProcessingCode0
KPConv: Flexible and Deformable Convolution for Point CloudsCode1
Relation-Shape Convolutional Neural Network for Point Cloud AnalysisCode0
A-CNN: Annularly Convolutional Neural Networks on Point CloudsCode0
Learning to SampleCode1
PointCNN: Convolution On X-Transformed PointsCode0
A Graph-CNN for 3D Point Cloud ClassificationCode0
PointConv: Deep Convolutional Networks on 3D Point CloudsCode0
Point2Sequence: Learning the Shape Representation of 3D Point Clouds with an Attention-based Sequence to Sequence Network0
PointGrid: A Deep Network for 3D Shape UnderstandingCode0
SpiderCNN: Deep Learning on Point Sets with Parameterized Convolutional FiltersCode0
Point Convolutional Neural Networks by Extension OperatorsCode0
Local Spectral Graph Convolution for Point Set Feature LearningCode0
General-Purpose Deep Point Cloud Feature ExtractorCode0
SO-Net: Self-Organizing Network for Point Cloud AnalysisCode0
Dynamic Graph CNN for Learning on Point CloudsCode1
PointCNN: Convolution On X-Transformed PointsCode3
3D Point Cloud Classification and Segmentation using 3D Modified Fisher Vector Representation for Convolutional Neural NetworksCode0
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric SpaceCode1
Semantic3D.net: A new Large-scale Point Cloud Classification BenchmarkCode0
Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on GraphsCode0
Escape from Cells: Deep Kd-Networks for the Recognition of 3D Point Cloud ModelsCode0
Generative and Discriminative Voxel Modeling with Convolutional Neural NetworksCode0
Volumetric and Multi-View CNNs for Object Classification on 3D DataCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PointGSTOverall Accuracy95.3Unverified
2Mamba3D + Point-MAEOverall Accuracy95.1Unverified
3ReCon++Overall Accuracy95Unverified
4PointGPTOverall Accuracy94.9Unverified
5point2vecOverall Accuracy94.8Unverified
6AsymDSD-B* (no voting)Overall Accuracy94.7Unverified
7ULIP + PointMLPOverall Accuracy94.7Unverified
8ReConOverall Accuracy94.7Unverified
9RepSurf-UOverall Accuracy94.7Unverified
10PointMLP+HyCoReOverall Accuracy94.5Unverified
#ModelMetricClaimedVerifiedStatus
1OmniVec2Overall Accuracy97.2Unverified
2PointGSTOverall Accuracy96.18Unverified
3OmniVecOverall Accuracy96.1Unverified
4GPSFormerOverall Accuracy95.4Unverified
5ReCon++Overall Accuracy95.25Unverified
6AsymDSD-B* (no voting)Overall Accuracy93.72Unverified
7PointGPTOverall Accuracy93.4Unverified
8GPSFormer-eliteOverall Accuracy93.3Unverified
9Mamba3DOverall Accuracy92.64Unverified
10Mamba3D (no voting)Overall Accuracy91.81Unverified
#ModelMetricClaimedVerifiedStatus
1PointNetError Rate0.28Unverified
2SimpleViewError Rate0.27Unverified
3RSCNNError Rate0.26Unverified
4DGCNNError Rate0.26Unverified
5PCTError Rate0.26Unverified
6PointNet++Error Rate0.24Unverified
7PointNet++/+PointMixupError Rate0.19Unverified
8PointNet++/+PointCutMix-RError Rate0.19Unverified
9DGCNN+PointCutMix-RError Rate0.17Unverified
10PCT+RSMixError Rate0.17Unverified