SOTAVerified

3D Point Cloud Classification

Papers

Showing 101150 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
PointMask: Towards Interpretable and Bias-Resilient Point Cloud ProcessingCode0
SpiderCNN: Deep Learning on Point Sets with Parameterized Convolutional FiltersCode0
DualMLP: a two-stream fusion model for 3D point cloud classificationCode0
Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on GraphsCode0
A Graph-CNN for 3D Point Cloud ClassificationCode0
Dynamic Local Geometry Capture in 3D PointCloud ClassificationCode0
Escape from Cells: Deep Kd-Networks for the Recognition of 3D Point Cloud ModelsCode0
General-Purpose Deep Point Cloud Feature ExtractorCode0
Generative and Discriminative Voxel Modeling with Convolutional Neural NetworksCode0
Geometric Back-projection Network for Point Cloud ClassificationCode0
Geometry Sharing Network for 3D Point Cloud Classification and SegmentationCode0
3D Point Cloud Classification and Segmentation using 3D Modified Fisher Vector Representation for Convolutional Neural NetworksCode0
Adaptive Graph Convolution for Point Cloud AnalysisCode0
Improved Training for 3D Point Cloud ClassificationCode0
Point-PlaneNet: Plane kernel based convolutional neural network for point clouds analysisCode0
Introducing the Short-Time Fourier Kolmogorov Arnold Network: A Dynamic Graph CNN Approach for Tree Species Classification in 3D Point CloudsCode0
Volumetric and Multi-View CNNs for Object Classification on 3D DataCode0
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in TransformersCode0
Rotation Transformation Network: Learning View-Invariant Point Cloud for Classification and SegmentationCode0
Local Spectral Graph Convolution for Point Set Feature LearningCode0
AdaCrossNet: Adaptive Dynamic Loss Weighting for Cross-Modal Contrastive Point Cloud LearningCode0
Transferable 3D Adversarial Shape Completion using Diffusion ModelsCode0
SA-MLP: A Low-Power Multiplication-Free Deep Network for 3D Point Cloud Classification in Resource-Constrained EnvironmentsCode0
On Automatic Data Augmentation for 3D Point Cloud ClassificationCode0
PointWeb: Enhancing Local Neighborhood Features for Point Cloud ProcessingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PointGSTOverall Accuracy95.3Unverified
2Mamba3D + Point-MAEOverall Accuracy95.1Unverified
3ReCon++Overall Accuracy95Unverified
4PointGPTOverall Accuracy94.9Unverified
5point2vecOverall Accuracy94.8Unverified
6RepSurf-UOverall Accuracy94.7Unverified
7ReConOverall Accuracy94.7Unverified
8ULIP + PointMLPOverall Accuracy94.7Unverified
9AsymDSD-B* (no voting)Overall 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
9PCT+RSMixError Rate0.17Unverified
10DGCNN+PointCutMix-RError Rate0.17Unverified