Point Cloud Classification On Pointcloud C

Metrics

mean Corruption Error (mCE)

Results

Performance results of various models on this benchmark

Model Name	mean Corruption Error (mCE)	Paper Title	Repository
WOLFMix (DGCNN)	0.590	Benchmarking and Analyzing Point Cloud Classification under Corruptions	-
PointMixUp (PointNet++)	1.028	PointMixup: Augmentation for Point Clouds	-
Critical Points++&EPiC(RPC)	0.476	Robustifying Point Cloud Networks by Refocusing	-
EPiC (DGCNN+WOLFMix)	0.529	EPiC: Ensemble of Partial Point Clouds for Robust Classification	-
Critical Points++&EPiC(DGCNN)	0.484	Robustifying Point Cloud Networks by Refocusing	-
RSCNN	1.130	Relation-Shape Convolutional Neural Network for Point Cloud Analysis	-
PointWOLF (DGCNN)	0.814	Point Cloud Augmentation with Weighted Local Transformations	-
PAConv	1.104	PAConv: Position Adaptive Convolution with Dynamic Kernel Assembling on Point Clouds	-
WOLFMix (GDANet)	0.571	Benchmarking and Analyzing Point Cloud Classification under Corruptions	-
WOLFMix (RPC)	0.601	Benchmarking and Analyzing Point Cloud Classification under Corruptions	-
EPiC (PCT+WOLFMix)	0.510	EPiC: Ensemble of Partial Point Clouds for Robust Classification	-
PointNet	1.422	PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation	-
RPC	0.863	Benchmarking and Analyzing Point Cloud Classification under Corruptions	-
CurveNet	0.927	Walk in the Cloud: Learning Curves for Point Clouds Shape Analysis	-
WOLFMix (PointNet)	1.180	Benchmarking and Analyzing Point Cloud Classification under Corruptions	-
RSMix (DGCNN)	0.745	Regularization Strategy for Point Cloud via Rigidly Mixed Sample	-
DGCNN	1.000	Dynamic Graph CNN for Learning on Point Clouds	-
EPiC(GDANet+WOLFMix)	0.530	EPiC: Ensemble of Partial Point Clouds for Robust Classification	-
PCT	0.925	PCT: Point cloud transformer	-
SimpleView	1.047	Revisiting Point Cloud Shape Classification with a Simple and Effective Baseline	-

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