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 41–50 of 265 papers

Title	Date	Tasks	Status	Hype	Score
Dense-Resolution Network for Point Cloud Classification and Segmentation	May 14, 2020	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1	5
Dynamic Local Feature Aggregation for Learning on Point Clouds	Jan 7, 2023	Point Cloud ClassificationPosition	CodeCode Available	1	5
Implicit Convolutional Kernels for Steerable CNNs	Dec 12, 2022	Molecular Property PredictionPoint Cloud Classification	CodeCode Available	1	5
PAConv: Position Adaptive Convolution with Dynamic Kernel Assembling on Point Clouds	Mar 26, 2021	3D Point Cloud ClassificationPoint Cloud Classification	CodeCode Available	1	5
PCT: Point cloud transformer	Dec 17, 2020	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1	5
Parameter-Efficient Person Re-identification in the 3D Space	Jun 8, 2020	3D geometry3D Point Cloud Classification	CodeCode Available	1	5
3DCTN: 3D Convolution-Transformer Network for Point Cloud Classification	Mar 2, 2022	ClassificationPoint Cloud Classification	CodeCode Available	1	5
ModelNet-O: A Large-Scale Synthetic Dataset for Occlusion-Aware Point Cloud Classification	Jan 16, 2024	3D Point Cloud ClassificationPoint Cloud Classification	CodeCode Available	1	5
CLIP2Point: Transfer CLIP to Point Cloud Classification with Image-Depth Pre-training	Oct 3, 2022	3D Point Cloud ClassificationContrastive Learning	CodeCode Available	1	5
Point Cloud Augmentation with Weighted Local Transformations	Oct 11, 2021	Data AugmentationPoint Cloud Classification	CodeCode Available	1	5

Show:10 25 50

← PrevPage 5 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