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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
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
Transductive Zero-Shot Learning for 3D Point Cloud Classification	Dec 16, 2019	3D Point Cloud ClassificationClassification	CodeCode Available	1
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
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

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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