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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 101–110 of 265 papers

Title	Date	Tasks	Status	Hype
Efficient Converted Spiking Neural Network for 3D and 2D Classification	Jan 1, 2023	image-classificationImage Classification	—Unverified	0
ViewNet: A Novel Projection-Based Backbone With View Pooling for Few-Shot Point Cloud Classification	Jan 1, 2023	DescriptiveFew-Shot Learning	CodeCode Available	1
CAP: Robust Point Cloud Classification via Semantic and Structural Modeling	Jan 1, 2023	3D Point Cloud ClassificationClassification	—Unverified	0
Learnable Skeleton-Aware 3D Point Cloud Sampling	Jan 1, 2023	ObjectPoint Cloud Classification	—Unverified	0
Implicit Convolutional Kernels for Steerable CNNs	Dec 12, 2022	Molecular Property PredictionPoint Cloud Classification	CodeCode Available	1
Local Neighborhood Features for 3D Classification	Dec 9, 2022	3D ClassificationClassification	CodeCode Available	0
TetraSphere: A Neural Descriptor for O(3)-Invariant Point Cloud Analysis	Nov 26, 2022	3D Point Cloud ClassificationPoint Cloud Classification	CodeCode Available	1
PointCA: Evaluating the Robustness of 3D Point Cloud Completion Models Against Adversarial Examples	Nov 22, 2022	Adversarial AttackPoint Cloud Classification	—Unverified	0
MATE: Masked Autoencoders are Online 3D Test-Time Learners	Nov 21, 2022	3D Object ClassificationPoint Cloud Classification	CodeCode Available	1
Equivariance with Learned Canonicalization Functions	Nov 11, 2022	image-classificationImage Classification	—Unverified	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