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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 181–190 of 265 papers

Title	Date	Tasks	Status	Hype
Open-Set Semi-Supervised Learning for 3D Point Cloud Understanding	May 2, 2022	3D Point Cloud ClassificationPoint Cloud Classification	—Unverified	0
DuMLP-Pin: A Dual-MLP-dot-product Permutation-invariant Network for Set Feature Extraction	Mar 8, 2022	AttributePoint Cloud Classification	CodeCode Available	0
Contrastive Embedding Distribution Refinement and Entropy-Aware Attention for 3D Point Cloud Classification	Jan 27, 2022	3D Point Cloud ClassificationContrastive Learning	CodeCode Available	0
Action Keypoint Network for Efficient Video Recognition	Jan 17, 2022	Action RecognitionPoint Cloud Classification	—Unverified	0
On Automatic Data Augmentation for 3D Point Cloud Classification	Dec 11, 2021	3D Object Classification3D Object Recognition	CodeCode Available	0
Adaptive Channel Encoding Transformer for Point Cloud Analysis	Dec 5, 2021	Point Cloud Classification	—Unverified	0
Bridging the Gap: Point Clouds for Merging Neurons in Connectomics	Dec 3, 2021	Point Cloud Classification	—Unverified	0
CT-block: a novel local and global features extractor for point cloud	Nov 30, 2021	Point Cloud Classification	—Unverified	0
Imperceptible Transfer Attack and Defense on 3D Point Cloud Classification	Nov 22, 2021	3D Point Cloud ClassificationClassification	—Unverified	0
Two Heads are Better than One: Geometric-Latent Attention for Point Cloud Classification and Segmentation	Oct 30, 2021	Point Cloud Classification	CodeCode Available	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