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3D Point Cloud Classification on ModelNet40-C (test)

0.417Robustness to Jitter Corruption

PointMLS

Updated 3d ago

Evaluation Results

Method	Links
PointMLS 2024.01		0.417	0.416	0.3	0.201	0.632	0.222	0.512	0.631	-	-	-
PointNet 2024.01		0.455	1.488	1.3	0.178	0.97	3.557	1.716	2.241	-	-	-
DGCNN+OcCo 2024.01		0.529	1.302	3.65	0.839	1.03	1.575	0.771	0.723	-	-	-
PointNet2+PointMixUp 2024.01		0.579	1.254	3.6	0.655	2.18	0.226	0.418	1.121	-	-	-
DGCNN+WOLFMix 2024.01		0.653	0.485	1.25	0.603	0.383	0.072	0.229	0.206	-	-	-
SimpleView 2024.01		0.682	1.181	1.05	1.42	1.654	1.036	0.851	1.574	-	-	-
CurveNet 2024.01		0.69	0.978	1	0.655	1.128	1.516	1.06	0.794	-	-	-
GDANet 2024.01		0.822	0.865	0.6	0.753	0.895	0.864	1.09	1.028	-	-	-
DGCNN+PointWOLF 2024.01		0.822	0.698	0.65	0.983	0.805	0.742	0.677	0.206	-	-	-
PCT+WOLFMix 2024.01		0.843	0.488	1.4	0.161	0.271	0.1	0.363	0.277	-	-	-
PCT 2024.01		0.847	0.884	0.6	0.351	1.03	0.724	1.547	1.092	-	-	-
DGCNN+RSMix 2024.01		0.851	0.839	2.7	0.529	0.391	0.059	0.512	0.83	-	-	-
RPC 2024.01		0.876	0.778	0.45	0.299	0.714	0.923	1.035	1.149	-	-	-
GDANet+WOLFMix 2024.01		0.88	0.439	0.95	0.379	0.361	0.109	0.239	0.156	-	-	-
RPC+WOLFMix 2024.01		0.988	0.517	1.4	0.218	0.293	0.14	0.323	0.255	-	-	-
DGCNN 2024.01		1	1	1	1	1	1	1	1	-	-	-
RSCNN 2024.01		1.211	1.201	1.2	0.707	1.782	0.602	1.194	1.709	-	-	-
PointNet2 2024.01		1.248	1.114	0.6	0.511	2.278	0.502	1.01	1.645	-	-	-
Point-BERT 2024.01		1.322	1.262	0.5	0.534	1.203	2.226	1.582	1.468	-	-	-
PAConv 2024.01		1.649	1.211	1.05	1.057	1.083	1.158	1.458	1.021	-	-	-
Mapper-GIN-Base 2026.02		76.7	65.2	-	-	-	-	-	-	33.9	64.9	74.9
PointNet++ 2026.02		82.9	76.4	-	-	-	-	-	-	53.8	82.9	80.9
MLP 2026.02		83.8	71.2	-	-	-	-	-	-	39.1	84.6	72.5
PointNet 2026.02		84.8	71.9	-	-	-	-	-	-	35.2	85.3	75.5
Mapper-GIN 2026.02		84.8	75.1	-	-	-	-	-	-	48.3	82.8	78.7