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Point Cloud Classification Robustness on ModelNet40 (test)

0.59mCE (Error Rate)

DGCNN + WOLFMix

Updated 3d ago

Evaluation Results

Method	Links
DGCNN + WOLFMix 2024.01		0.59	0.989	0.715	0.698	0.575	0.285	0.415	0.451
DGCNN + RSMix 2024.01		0.745	1.319	0.873	0.653	0.589	0.281	0.629	0.87
PointMLS 2024.01		0.784	1.181	0.652	0.565	0.913	0.522	0.756	0.902
DGCNN + PointWOLF 2024.01		0.814	0.926	0.864	0.988	0.874	0.807	0.764	0.479
RPC 2024.01		0.863	0.84	0.892	0.492	0.797	0.929	1.011	1.079
GDANet 2024.01		0.892	0.83	0.839	0.794	0.894	0.871	1.036	0.981
PCT 2024.01		0.925	0.872	0.87	0.528	1	0.78	1.385	1.042
CurveNet 2024.01		0.927	0.872	0.725	0.71	1.024	1.346	1	0.809
DGCNN 2024.01		1	1	1	1	1	1	1	1
PointNet2 + PointMixUp 2024.01		1.028	1.67	0.712	0.802	1.812	0.458	0.615	1.13
SimpleView 2024.01		1.047	0.872	0.715	1.242	1.357	0.983	0.844	1.316
DGCNN + OcCo 2024.01		1.047	1.606	0.652	0.903	1.039	1.444	0.847	0.837
PointNet2 2024.01		1.072	0.872	1.177	0.641	1.802	0.614	0.993	1.405
PAConv 2024.01		1.104	0.904	1.465	1	1.005	1.085	1.298	0.967
RSCNN 2024.01		1.13	1.074	1.171	0.806	1.517	0.712	1.153	1.479
Point-BERT 2024.01		1.248	0.936	1.259	0.69	1.15	1.932	1.44	1.326
PointNet 2024.01		1.422	1.266	0.642	0.5	1.072	2.98	1.593	1.902