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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 171–180 of 265 papers

Title	Date	Tasks	Status	Hype
DRINet: A Dual-Representation Iterative Learning Network for Point Cloud Segmentation	Aug 9, 2021	Point Cloud ClassificationPoint Cloud Segmentation	—Unverified	0
Point Discriminative Learning for Data-efficient 3D Point Cloud Analysis	Aug 4, 2021	3D Object Classification3D Part Segmentation	—Unverified	0
Surrogate Model-Based Explainability Methods for Point Cloud NNs	Jul 28, 2021	Autonomous DrivingPoint Cloud Classification	CodeCode Available	1
Rotation Transformation Network: Learning View-Invariant Point Cloud for Classification and Segmentation	Jul 7, 2021	3D Point Cloud ClassificationPoint Cloud Classification	CodeCode Available	0
Training or Architecture? How to Incorporate Invariance in Neural Networks	Jun 18, 2021	3D Point Cloud ClassificationComputational Efficiency	—Unverified	0
Revisiting Point Cloud Shape Classification with a Simple and Effective Baseline	Jun 9, 2021	3D Point Cloud ClassificationPoint Cloud Classification	CodeCode Available	1
Towards Training Stronger Video Vision Transformers for EPIC-KITCHENS-100 Action Recognition	Jun 9, 2021	Action RecognitionPoint Cloud Classification	—Unverified	0
Image2Point: 3D Point-Cloud Understanding with 2D Image Pretrained Models	Jun 8, 2021	3D Point Cloud ClassificationPoint Cloud Classification	CodeCode Available	1
Beyond Self-attention: External Attention using Two Linear Layers for Visual Tasks	May 5, 2021	image-classificationImage Classification	CodeCode Available	2
Walk in the Cloud: Learning Curves for Point Clouds Shape Analysis	May 4, 2021	3D Part Segmentation3D Point Cloud Classification	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