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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 151–160 of 265 papers

Title	Date	Tasks	Status	Hype
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
Point-BERT: Pre-training 3D Point Cloud Transformers with Masked Point Modeling	Nov 29, 2021	3D Point Cloud Classification3D Point Cloud Linear Classification	CodeCode Available	1
Imperceptible Transfer Attack and Defense on 3D Point Cloud Classification	Nov 22, 2021	3D Point Cloud ClassificationClassification	—Unverified	0
DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point Clouds	Nov 16, 2021	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1
Two Heads are Better than One: Geometric-Latent Attention for Point Cloud Classification and Segmentation	Oct 30, 2021	Point Cloud Classification	CodeCode Available	0
RefRec: Pseudo-labels Refinement via Shape Reconstruction for Unsupervised 3D Domain Adaptation	Oct 21, 2021	Domain AdaptationMulti-Task Learning	CodeCode Available	0
ASSANet: An Anisotropic Separable Set Abstraction for Efficient Point Cloud Representation Learning	Oct 20, 2021	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1
PatchAugment: Local Neighborhood Augmentation in Point Cloud Classification	Oct 19, 2021	3D Point Cloud ClassificationClassification	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