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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 21–30 of 265 papers

Title	Date	Tasks	Status	Hype
SUG: Single-dataset Unified Generalization for 3D Point Cloud Classification	May 16, 2023	3D Point Cloud ClassificationDomain Adaptation	CodeCode Available	1
Exploiting Inductive Bias in Transformer for Point Cloud Classification and Segmentation	Apr 27, 2023	3D Object Classification3D Part Segmentation	CodeCode Available	1
A Closer Look at Few-Shot 3D Point Cloud Classification	Mar 31, 2023	3D Point Cloud ClassificationFew-Shot 3D Point Cloud Classification	CodeCode Available	1
What Makes for Effective Few-shot Point Cloud Classification?	Mar 31, 2023	BenchmarkingClassification	CodeCode Available	1
Point Cloud Classification Using Content-based Transformer via Clustering in Feature Space	Mar 8, 2023	3D Point Cloud ClassificationClassification	CodeCode Available	1
Dynamic Local Feature Aggregation for Learning on Point Clouds	Jan 7, 2023	Point Cloud ClassificationPosition	CodeCode Available	1
ViewNet: A Novel Projection-Based Backbone With View Pooling for Few-Shot Point Cloud Classification	Jan 1, 2023	DescriptiveFew-Shot Learning	CodeCode Available	1
Implicit Convolutional Kernels for Steerable CNNs	Dec 12, 2022	Molecular Property PredictionPoint Cloud Classification	CodeCode Available	1
TetraSphere: A Neural Descriptor for O(3)-Invariant Point Cloud Analysis	Nov 26, 2022	3D Point Cloud ClassificationPoint Cloud Classification	CodeCode Available	1
MATE: Masked Autoencoders are Online 3D Test-Time Learners	Nov 21, 2022	3D Object ClassificationPoint Cloud Classification	CodeCode Available	1

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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