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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 71–80 of 265 papers

Title	Date	Tasks	Status	Hype	Score
Implicit Convolutional Kernels for Steerable CNNs	Dec 12, 2022	Molecular Property PredictionPoint Cloud Classification	CodeCode Available	1	5
Differentiable Euler Characteristic Transforms for Shape Classification	Oct 11, 2023	ClassificationPoint Cloud Classification	CodeCode Available	1	5
Geometry-Aware Self-Training for Unsupervised Domain Adaptation on Object Point Clouds	Jan 1, 2021	Domain AdaptationPoint Cloud Classification	CodeCode Available	1	5
Geometry-Aware Self-Training for Unsupervised Domain Adaptationon Object Point Clouds	Aug 20, 2021	Domain AdaptationPoint Cloud Classification	CodeCode Available	1	5
Benchmarking and Analyzing Point Cloud Classification under Corruptions	Feb 7, 2022	BenchmarkingClassification	CodeCode Available	1	5
Image2Point: 3D Point-Cloud Understanding with 2D Image Pretrained Models	Jun 8, 2021	3D Point Cloud ClassificationPoint Cloud Classification	CodeCode Available	1	5
Hide in Thicket: Generating Imperceptible and Rational Adversarial Perturbations on 3D Point Clouds	Mar 8, 2024	3D Point Cloud ClassificationAdversarial Attack	CodeCode Available	1	5
Regularization Strategy for Point Cloud via Rigidly Mixed Sample	Feb 3, 2021	3D Object Classification3D Point Cloud Classification	CodeCode Available	1	5
Robust Structured Declarative Classifiers for 3D Point Clouds: Defending Adversarial Attacks with Implicit Gradients	Mar 29, 2022	3D Point Cloud ClassificationBilevel Optimization	CodeCode Available	1	5
Why Discard if You Can Recycle?: A Recycling Max Pooling Module for 3D Point Cloud Analysis	Jan 1, 2022	Point Cloud ClassificationSemantic Segmentation	CodeCode Available	1	5

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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