SOTAVerified

3D Point Cloud Classification

Papers

Showing 161170 of 202 papers

TitleStatusHype
3D-JEPA: A Joint Embedding Predictive Architecture for 3D Self-Supervised Representation Learning0
Automated Mobile Attention KPConv Networks via A Wide & Deep Predictor0
Quantifying the Knowledge in a DNN to Explain Knowledge Distillation for Classification0
A Benchmark Grocery Dataset of Realworld Point Clouds From Single View0
Point2Sequence: Learning the Shape Representation of 3D Point Clouds with an Attention-based Sequence to Sequence Network0
PointMoment:Mixed-Moment-based Self-Supervised Representation Learning for 3D Point Clouds0
GTNet: Graph Transformer Network for 3D Point Cloud Classification and Semantic Segmentation0
Rethinking Gradient-based Adversarial Attacks on Point Cloud Classification0
Training or Architecture? How to Incorporate Invariance in Neural Networks0
A comprehensive overview of deep learning techniques for 3D point cloud classification and semantic segmentation0
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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