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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 241–250 of 265 papers

Title	Date	Tasks	Status	Hype
Geometric Back-projection Network for Point Cloud Classification	Nov 28, 2019	3D Point Cloud ClassificationClassification	CodeCode Available	0
Learning Permutation Invariant Representations using Memory Networks	Nov 18, 2019	3D Object DetectionClassification	CodeCode Available	0
SRINet: Learning Strictly Rotation-Invariant Representations for Point Cloud Classification and Segmentation	Nov 6, 2019	Data AugmentationGeneral Classification	—Unverified	0
Rotation Invariant Point Cloud Classification: Where Local Geometry Meets Global Topology	Nov 1, 2019	General ClassificationPoint Cloud Classification	CodeCode Available	0
Density-Aware Convolutional Networks with Context Encoding for Airborne LiDAR Point Cloud Classification	Oct 14, 2019	3D Point Cloud ClassificationGeneral Classification	—Unverified	0
Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds	Sep 20, 2019	3D Instance Segmentation3D Object Classification	CodeCode Available	0
Directionally Constrained Fully Convolutional Neural Network For Airborne Lidar Point Cloud Classification	Aug 19, 2019	General ClassificationLine Detection	CodeCode Available	0
Adversarial shape perturbations on 3D point clouds	Aug 16, 2019	3D Point Cloud ClassificationAutonomous Driving	CodeCode Available	0
ACNe: Attentive Context Normalization for Robust Permutation-Equivariant Learning	Jul 4, 2019	Camera Pose EstimationPoint Cloud Classification	CodeCode Available	0
Structural Relational Reasoning of Point Clouds	Jun 1, 2019	3D Part Segmentation3D Point Cloud Classification	—Unverified	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