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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 251–265 of 265 papers

Title	Date	Tasks	Status	Hype
Relation-Shape Convolutional Neural Network for Point Cloud Analysis	Apr 16, 2019	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	0
Adaptive Hierarchical Down-Sampling for Point Cloud Classification	Apr 11, 2019	ClassificationGeneral Classification	—Unverified	0
DUP-Net: Denoiser and Upsampler Network for 3D Adversarial Point Clouds Defense	Dec 25, 2018	DenoisingPoint Cloud Classification	CodeCode Available	0
A Graph-CNN for 3D Point Cloud Classification	Nov 28, 2018	3D Object Classification3D Point Cloud Classification	CodeCode Available	0
URSA: A Neural Network for Unordered Point Clouds Using Constellations	Aug 14, 2018	ClassificationGeneral Classification	CodeCode Available	0
RGCNN: Regularized Graph CNN for Point Cloud Segmentation	Jun 8, 2018	Point Cloud ClassificationPoint Cloud Segmentation	CodeCode Available	0
A Network Architecture for Point Cloud Classification via Automatic Depth Images Generation	Jun 1, 2018	ClassificationGeneral Classification	—Unverified	0
Attentional ShapeContextNet for Point Cloud Recognition	Jun 1, 2018	Point Cloud Classification	—Unverified	0
Dynamic Graph CNN for Learning on Point Clouds	Jan 24, 2018	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1
3D Point Cloud Classification and Segmentation using 3D Modified Fisher Vector Representation for Convolutional Neural Networks	Nov 22, 2017	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	0
3DCNN-DQN-RNN: A Deep Reinforcement Learning Framework for Semantic Parsing of Large-scale 3D Point Clouds	Jul 21, 2017	ClassificationDeep Reinforcement Learning	—Unverified	0
Classification of Aerial Photogrammetric 3D Point Clouds	May 23, 2017	ClassificationGeneral Classification	—Unverified	0
Semantic3D.net: A new Large-scale Point Cloud Classification Benchmark	Apr 12, 2017	3D Point Cloud ClassificationClassification	CodeCode Available	0
Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs	Apr 10, 2017	3D Object Classification3D Point Cloud Classification	CodeCode Available	0
Deep Sets	Mar 10, 2017	Anomaly DetectionOutlier Detection	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