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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 71–80 of 265 papers

Title	Date	Tasks	Status	Hype
Learning Geometry-Disentangled Representation for Complementary Understanding of 3D Object Point Cloud	Dec 20, 2020	3D Object Classification3D Part Segmentation	CodeCode Available	1
Differentiable Euler Characteristic Transforms for Shape Classification	Oct 11, 2023	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
ModelNet-O: A Large-Scale Synthetic Dataset for Occlusion-Aware Point Cloud Classification	Jan 16, 2024	3D Point Cloud ClassificationPoint Cloud Classification	CodeCode Available	1
Point Cloud Augmentation with Weighted Local Transformations	Oct 11, 2021	Data AugmentationPoint Cloud Classification	CodeCode Available	1
PAConv: Position Adaptive Convolution with Dynamic Kernel Assembling on Point Clouds	Mar 26, 2021	3D Point Cloud ClassificationPoint Cloud Classification	CodeCode Available	1
PCT: Point cloud transformer	Dec 17, 2020	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1
Parameter-Efficient Person Re-identification in the 3D Space	Jun 8, 2020	3D geometry3D Point Cloud Classification	CodeCode Available	1
Regularization Strategy for Point Cloud via Rigidly Mixed Sample	Feb 3, 2021	3D Object Classification3D Point Cloud Classification	CodeCode Available	1
Why Discard if You Can Recycle?: A Recycling Max Pooling Module for 3D Point Cloud Analysis	Jan 1, 2022	Point Cloud ClassificationSemantic Segmentation	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