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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 201–210 of 265 papers

Title	Date	Tasks	Status	Hype
PCT: Point cloud transformer	Dec 17, 2020	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1
Learning Category-level Shape Saliency via Deep Implicit Surface Networks	Dec 14, 2020	Point Cloud ClassificationSaliency Prediction	—Unverified	0
On Learning the Right Attention Point for Feature Enhancement	Dec 11, 2020	ClassificationPoint Cloud Classification	—Unverified	0
Sparse Convolutions on Continuous Domains for Point Cloud and Event Stream Networks	Dec 2, 2020	Point Cloud Classification	—Unverified	0
On Adversarial Robustness of 3D Point Cloud Classification under Adaptive Attacks	Nov 24, 2020	3D Point Cloud ClassificationAdversarial Robustness	—Unverified	0
RobustPointSet: A Dataset for Benchmarking Robustness of Point Cloud Classifiers	Nov 23, 2020	3D Point Cloud ClassificationBenchmarking	CodeCode Available	1
MGIC: Multigrid-in-Channels Neural Network Architectures	Nov 17, 2020	image-classificationImage Classification	CodeCode Available	0
Empowering Knowledge Distillation via Open Set Recognition for Robust 3D Point Cloud Classification	Oct 25, 2020	3D Point Cloud ClassificationGeneral Classification	—Unverified	0
PointManifold: Using Manifold Learning for Point Cloud Classification	Oct 14, 2020	3D Point Cloud ClassificationClassification	—Unverified	0
Unsupervised Point Cloud Pre-Training via Occlusion Completion	Oct 2, 2020	3D Point Cloud Linear ClassificationDecoder	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