SOTAVerified|Agents Browse Leaderboard About

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
Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds	Sep 20, 2019	3D Instance Segmentation3D Object Classification	CodeCode Available	0
Deep Declarative Networks: A New Hope	Sep 11, 2019	Point Cloud Classification	CodeCode Available	1
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
Revisiting Point Cloud Classification: A New Benchmark Dataset and Classification Model on Real-World Data	Aug 13, 2019	3D Object Classification3D Point Cloud Classification	CodeCode Available	1
PointHop: An Explainable Machine Learning Method for Point Cloud Classification	Jul 30, 2019	AttributeBIG-bench Machine Learning	CodeCode Available	1
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
NPTC-net: Narrow-Band Parallel Transport Convolutional Neural Network on Point Clouds	May 29, 2019	General ClassificationPoint Cloud Classification	—Unverified	0
Unsupervised Feature Learning for Point Cloud by Contrasting and Clustering With Graph Convolutional Neural Network	Apr 28, 2019	ClusteringObject	CodeCode Available	0

Show:10 25 50

← PrevPage 25 of 27Next →

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