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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 51–60 of 265 papers

Title	Date	Tasks	Status	Hype
Point Cloud Augmentation with Weighted Local Transformations	Oct 11, 2021	Data AugmentationPoint Cloud Classification	CodeCode Available	1
Self-supervised Point Cloud Representation Learning via Separating Mixed Shapes	Sep 1, 2021	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1
Geometry-Aware Self-Training for Unsupervised Domain Adaptationon Object Point Clouds	Aug 20, 2021	Domain AdaptationPoint Cloud Classification	CodeCode Available	1
Surrogate Model-Based Explainability Methods for Point Cloud NNs	Jul 28, 2021	Autonomous DrivingPoint Cloud Classification	CodeCode Available	1
Revisiting Point Cloud Shape Classification with a Simple and Effective Baseline	Jun 9, 2021	3D Point Cloud ClassificationPoint Cloud Classification	CodeCode Available	1
Image2Point: 3D Point-Cloud Understanding with 2D Image Pretrained Models	Jun 8, 2021	3D Point Cloud ClassificationPoint Cloud Classification	CodeCode Available	1
Walk in the Cloud: Learning Curves for Point Clouds Shape Analysis	May 4, 2021	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1
Zero-Shot Learning on 3D Point Cloud Objects and Beyond	Apr 11, 2021	3D Point Cloud ClassificationClassification	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
Regularization Strategy for Point Cloud via Rigidly Mixed Sample	Feb 3, 2021	3D Object Classification3D Point 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