SOTAVerified

Point Cloud Classification

Point Cloud Classification is a task involving the classification of unordered 3D point sets (point clouds).

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–265 of 265 papers

TitleStatusHype
Local region-learning modules for point cloud classification—0
Low-Density 3D Point Cloud Classification—0
PointManifold: Using Manifold Learning for Point Cloud Classification—0
Meta Episodic learning with Dynamic Task Sampling for CLIP-based Point Cloud Classification—0
Understanding Key Point Cloud Features for Development Three-dimensional Adversarial Attacks—0
RS2AD: End-to-End Autonomous Driving Data Generation from Roadside Sensor Observations—0
RW-Net: Enhancing Few-Shot Point Cloud Classification with a Wavelet Transform Projection-based Network—0
Multi-scale Geometry-aware Transformer for 3D Point Cloud Classification—0
Multi-view Vision-Prompt Fusion Network: Can 2D Pre-trained Model Boost 3D Point Cloud Data-scarce Learning?—0
Neural Attentive Circuits—0
S3I-PointHop: SO(3)-Invariant PointHop for 3D Point Cloud Classification—0
NPTC-net: Narrow-Band Parallel Transport Convolutional Neural Network on Point Clouds—0
On Learning the Right Attention Point for Feature Enhancement—0
On The Adversarial Robustness of 3D Point Cloud Classification—0
On Adversarial Robustness of 3D Point Cloud Classification under Adaptive Attacks—0
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All datasetsPointCloud-CISPRS

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PointNetmean Corruption Error (mCE)1.42—Unverified
2WOLFMix (PointNet)mean Corruption Error (mCE)1.18—Unverified
3PointNetmean Corruption Error (mCE)1.18—Unverified
4RSCNNmean Corruption Error (mCE)1.13—Unverified
5PAConvmean Corruption Error (mCE)1.1—Unverified
6SimpleViewmean Corruption Error (mCE)1.05—Unverified
7OcCo-DGCNNmean Corruption Error (mCE)1.05—Unverified
8PointMixUp (PointNet++)mean Corruption Error (mCE)1.03—Unverified
9DGCNNmean Corruption Error (mCE)1—Unverified
10OcCo-DGCNNmean Corruption Error (mCE)0.98—Unverified
#ModelMetricClaimedVerifiedStatus
1OursAverage F182.8—Unverified