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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 231–240 of 265 papers

Title	Date	Tasks	Status	Hype
Cloud Transformers: A Universal Approach To Point Cloud Processing Tasks	Jul 22, 2020	Point Cloud ClassificationPoint cloud reconstruction	—Unverified	0
Point-PlaneNet: Plane kernel based convolutional neural network for point clouds analysis	May 1, 2020	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	0
Shape-Oriented Convolution Neural Network for Point Cloud Analysis	Apr 20, 2020	Point Cloud ClassificationRepresentation Learning	—Unverified	0
Airborne LiDAR Point Cloud Classification with Graph Attention Convolution Neural Network	Apr 20, 2020	Deep LearningGeneral Classification	—Unverified	0
Triangle-Net: Towards Robustness in Point Cloud Learning	Feb 27, 2020	3D Classification3D Object Recognition	CodeCode Available	0
AdvectiveNet: An Eulerian-Lagrangian Fluidic reservoir for Point Cloud Processing	Feb 1, 2020	Point Cloud Classification	CodeCode Available	0
Efficient and Stable Graph Scattering Transforms via Pruning	Jan 27, 2020	3D Point Cloud ClassificationGraph Learning	—Unverified	0
Geometry Sharing Network for 3D Point Cloud Classification and Segmentation	Dec 23, 2019	3D Point Cloud ClassificationClassification	CodeCode Available	0
Grid-GCN for Fast and Scalable Point Cloud Learning	Dec 6, 2019	Point Cloud Classification	CodeCode Available	0
SGAS: Sequential Greedy Architecture Search	Nov 30, 2019	ClassificationGeneral 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