SOTAVerified

3D Point Cloud Classification

Papers

Showing 101125 of 202 papers

TitleStatusHype
Test-Time Adaptation in Point Clouds: Leveraging Sampling Variation with Weight AveragingCode1
TetraSphere: A Neural Descriptor for O(3)-Invariant Point Cloud AnalysisCode1
Towards Compact 3D Representations via Point Feature Enhancement Masked AutoencodersCode1
Transductive Zero-Shot Learning for 3D Point Cloud ClassificationCode1
Walk in the Cloud: Learning Curves for Point Clouds Shape AnalysisCode1
Zero-Shot Learning on 3D Point Cloud Objects and BeyondCode1
PatchAugment: Local Neighborhood Augmentation in Point Cloud ClassificationCode0
Asymmetric Dual Self-Distillation for 3D Self-Supervised Representation LearningCode0
Semantic3D.net: A new Large-scale Point Cloud Classification BenchmarkCode0
ShellNet: Efficient Point Cloud Convolutional Neural Networks using Concentric Shells StatisticsCode0
Relation-Shape Convolutional Neural Network for Point Cloud AnalysisCode0
Rethinking Masked Representation Learning for 3D Point Cloud UnderstandingCode0
PointCNN: Convolution On X-Transformed PointsCode0
PointConv: Deep Convolutional Networks on 3D Point CloudsCode0
Point Convolutional Neural Networks by Extension OperatorsCode0
SimpleView++: Neighborhood Views for Point Cloud ClassificationCode0
Adversarial shape perturbations on 3D point cloudsCode0
PointGrid: A Deep Network for 3D Shape UnderstandingCode0
SO-Net: Self-Organizing Network for Point Cloud AnalysisCode0
PointVector: A Vector Representation In Point Cloud AnalysisCode0
Contrastive Embedding Distribution Refinement and Entropy-Aware Attention for 3D Point Cloud ClassificationCode0
A-CNN: Annularly Convolutional Neural Networks on Point CloudsCode0
CrossMoCo: Multi-modal Momentum Contrastive Learning for Point CloudCode0
Point-LGMask: Local and Global Contexts Embedding for Point Cloud Pre-training with Multi-Ratio MaskingCode0
Point-LN: A Lightweight Framework for Efficient Point Cloud Classification Using Non-Parametric Positional EncodingCode0
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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