SOTAVerified

3D Point Cloud Classification

Papers

Showing 176200 of 202 papers

TitleStatusHype
Point Discriminative Learning for Data-efficient 3D Point Cloud Analysis0
Text2Model: Text-based Model Induction for Zero-shot Image Classification0
Test-Time Augmentation for 3D Point Cloud Classification and Segmentation0
Interpolated Convolutional Networks for 3D Point Cloud Understanding0
PointGuard: Provably Robust 3D Point Cloud Classification0
Interpreting Hidden Semantics in the Intermediate Layers of 3D Point Cloud Classification Neural Network0
OmniVec2 - A Novel Transformer based Network for Large Scale Multimodal and Multitask Learning0
OmniVec: Learning robust representations with cross modal sharing0
CLR-GAM: Contrastive Point Cloud Learning with Guided Augmentation and Feature Mapping0
Automated Mobile Attention KPConv Networks via a Wide and Deep Predictor0
CloudFort: Enhancing Robustness of 3D Point Cloud Classification Against Backdoor Attacks via Spatial Partitioning and Ensemble Prediction0
Connecting Multi-modal Contrastive Representations0
Deep Learning-based 3D Point Cloud Classification: A Systematic Survey and Outlook0
Temporal Reversed Training for Spiking Neural Networks with Generalized Spatio-Temporal Representation0
Adversarial Attacks and Defenses on 3D Point Cloud Classification: A Survey0
Density-Aware Convolutional Networks with Context Encoding for Airborne LiDAR Point Cloud Classification0
DG-MVP: 3D Domain Generalization via Multiple Views of Point Clouds for Classification0
On The Adversarial Robustness of 3D Point Cloud Classification0
S3I-PointHop: SO(3)-Invariant PointHop for 3D Point Cloud Classification0
MKConv: Multidimensional Feature Representation for Point Cloud Analysis0
Dual-Neighborhood Deep Fusion Network for Point Cloud Analysis0
Dual Transformer for Point Cloud Analysis0
On Adversarial Robustness of 3D Point Cloud Classification under Adaptive Attacks0
Low-Density 3D Point Cloud Classification0
Open-Set Semi-Supervised Learning for 3D Point Cloud Understanding0
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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