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Point Cloud Classification

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

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 211–220 of 265 papers

Title	Date	Tasks	Status	Hype
Equivariant vs. Invariant Layers: A Comparison of Backbone and Pooling for Point Cloud Classification	Jun 8, 2023	Point Cloud Classification	CodeCode Available	0
Classifying Objects in 3D Point Clouds Using Recurrent Neural Network: A GRU LSTM Hybrid Approach	Mar 9, 2024	3D Object ClassificationAutonomous Navigation	CodeCode Available	0
Two Heads are Better than One: Geometric-Latent Attention for Point Cloud Classification and Segmentation	Oct 30, 2021	Point Cloud Classification	CodeCode Available	0
Point-PlaneNet: Plane kernel based convolutional neural network for point clouds analysis	May 1, 2020	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	0
Point-Voxel Adaptive Feature Abstraction for Robust Point Cloud Classification	Oct 27, 2022	ClassificationPoint Cloud Classification	CodeCode Available	0
On Automatic Data Augmentation for 3D Point Cloud Classification	Dec 11, 2021	3D Object Classification3D Object Recognition	CodeCode Available	0
Classifying point clouds at the facade-level using geometric features and deep learning networks	Feb 9, 2024	ClassificationDeep Learning	CodeCode Available	0
3D Point Cloud Classification and Segmentation using 3D Modified Fisher Vector Representation for Convolutional Neural Networks	Nov 22, 2017	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	0
DDEQs: Distributional Deep Equilibrium Models through Wasserstein Gradient Flows	Mar 3, 2025	Point Cloud ClassificationPoint Cloud Completion	CodeCode Available	0
RefRec: Pseudo-labels Refinement via Shape Reconstruction for Unsupervised 3D Domain Adaptation	Oct 21, 2021	Domain AdaptationMulti-Task Learning	CodeCode Available	0

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All datasets PointCloud-C ISPRS

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PointNet	mean Corruption Error (mCE)	1.42	—	Unverified
2	WOLFMix (PointNet)	mean Corruption Error (mCE)	1.18	—	Unverified
3	PointNet	mean Corruption Error (mCE)	1.18	—	Unverified
4	RSCNN	mean Corruption Error (mCE)	1.13	—	Unverified
5	PAConv	mean Corruption Error (mCE)	1.1	—	Unverified
6	SimpleView	mean Corruption Error (mCE)	1.05	—	Unverified
7	OcCo-DGCNN	mean Corruption Error (mCE)	1.05	—	Unverified
8	PointMixUp (PointNet++)	mean Corruption Error (mCE)	1.03	—	Unverified
9	DGCNN	mean Corruption Error (mCE)	1	—	Unverified
10	OcCo-DGCNN	mean Corruption Error (mCE)	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Ours	Average F1	82.8	—	Unverified