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ResearchFormerly WizWand

Few-shot Classification on ModelNet40

99.2Mean AccuracyMPL-MAE
12.04834.67457.379.926Dec 4, 2024Mar 9, 2025Jun 13, 2025Sep 16, 2025Dec 21, 2025Mar 26, 2026Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MPL-MAELearning paradigm=with Self-Supervised Representation Learning, N-way=5-way, K-shot=20-shot2026.0699.2
PCP-MAELearning paradigm=with Self-Supervised Representation Learning, N-way=5-way, K-shot=20-shot2026.0699.1
Point-FEMAELearning paradigm=with Self-Supervised Representation Learning, N-way=5-way, K-shot=20-shot2026.0698.6
Point-M2AELearning paradigm=with Self-Supervised Representation Learning, N-way=5-way, K-shot=20-shot2026.0698.3
Point-MAELearning paradigm=with Self-Supervised Representation Learning, N-way=5-way, K-shot=20-shot2026.0697.8
MPL-MAELearning paradigm=with Self-Supervised Representation Learning, N-way=5-way, K-shot=10-shot2026.0697.7
PCP-MAELearning paradigm=with Self-Supervised Representation Learning, N-way=5-way, K-shot=10-shot2026.0697.4
MaskPointLearning paradigm=with Self-Supervised Representation Learning, N-way=5-way, K-shot=20-shot2026.0697.2
Point-FEMAELearning paradigm=with Self-Supervised Representation Learning, N-way=5-way, K-shot=10-shot2026.0697.2
Point-M2AELearning paradigm=with Self-Supervised Representation Learning, N-way=5-way, K-shot=10-shot2026.0696.8
Point-BERTLearning paradigm=with Self-Supervised Representation Learning, N-way=5-way, K-shot=20-shot2026.0696.3
Point-MAELearning paradigm=with Self-Supervised Representation Learning, N-way=5-way, K-shot=10-shot2026.0696.3
MPL-MAELearning paradigm=with Self-Supervised Representation Learning, N-way=10-way, K-shot=20-shot2026.0696.3
PCP-MAELearning paradigm=with Self-Supervised Representation Learning, N-way=10-way, K-shot=20-shot2026.0695.9
Point-FEMAELearning paradigm=with Self-Supervised Representation Learning, N-way=10-way, K-shot=20-shot2026.0695.8
MaskPointLearning paradigm=with Self-Supervised Representation Learning, N-way=5-way, K-shot=10-shot2026.0695
Point-MAELearning paradigm=with Self-Supervised Representation Learning, N-way=10-way, K-shot=20-shot2026.0695
Point-M2AELearning paradigm=with Self-Supervised Representation Learning, N-way=10-way, K-shot=20-shot2026.0695
Point-BERTLearning paradigm=with Self-Supervised Representation Learning, N-way=5-way, K-shot=10-shot2026.0694.6
MPL-MAELearning paradigm=with Self-Supervised Representation Learning, N-way=10-way, K-shot=10-shot2026.0694.4
Point-FEMAELearning paradigm=with Self-Supervised Representation Learning, N-way=10-way, K-shot=10-shot2026.0694
PCP-MAELearning paradigm=with Self-Supervised Representation Learning, N-way=10-way, K-shot=10-shot2026.0693.5
MaskPointLearning paradigm=with Self-Supervised Representation Learning, N-way=10-way, K-shot=20-shot2026.0693.4
Point-BERTLearning paradigm=with Self-Supervised Representation Learning, N-way=10-way, K-shot=20-shot2026.0692.7
Point-MAELearning paradigm=with Self-Supervised Representation Learning, N-way=10-way, K-shot=10-shot2026.0692.6
OcCoLearning paradigm=Supervised Learning Only, N-way=5-way, K-shot=20-shot2026.0692.5
Point-M2AELearning paradigm=with Self-Supervised Representation Learning, N-way=10-way, K-shot=10-shot2026.0692.3
MaskPointLearning paradigm=with Self-Supervised Representation Learning, N-way=10-way, K-shot=10-shot2026.0691.4
Point-BERTLearning paradigm=with Self-Supervised Representation Learning, N-way=10-way, K-shot=10-shot2026.0691
Point-NNway=5-way, shot=20-shot2024.1290.9
Point-GNway=5-way, shot=20-shot2024.1290.9
Point-GNway=5-way, shot=10-shot2024.1290.7
OcCoLearning paradigm=Supervised Learning Only, N-way=5-way, K-shot=10-shot2026.0690.6
Point-NNway=5-way, shot=10-shot2024.1288.8
OcCoLearning paradigm=Supervised Learning Only, N-way=10-way, K-shot=20-shot2026.0686.5
Point-GNway=10-way, shot=20-shot2024.1286.4
Point-NNway=10-way, shot=20-shot2024.1284.9
OcCoLearning paradigm=Supervised Learning Only, N-way=10-way, K-shot=10-shot2026.0682.9
Point-GNway=10-way, shot=10-shot2024.1281.6
Point-NNway=10-way, shot=10-shot2024.1279.9
PointCNNway=5-way, shot=20-shot2024.1268.6
3D-GANway=5-way, shot=20-shot2024.1265.8
PointCNNway=5-way, shot=10-shot2024.1265.4
PointNetway=5-way, shot=20-shot2024.1257.8
PointNetLearning paradigm=Supervised Learning Only, N-way=5-way, K-shot=20-shot2026.0657.8
3D-GANway=5-way, shot=10-shot2024.1255.8
PointNetway=5-way, shot=10-shot2024.1252
PointNetLearning paradigm=Supervised Learning Only, N-way=5-way, K-shot=10-shot2026.0652
PointCNNway=10-way, shot=20-shot2024.1250
3D-GANway=10-way, shot=20-shot2024.1248.4
PointNetway=10-way, shot=10-shot2024.1246.6
PointCNNway=10-way, shot=10-shot2024.1246.6
PointNetLearning paradigm=Supervised Learning Only, N-way=10-way, K-shot=10-shot2026.0646.6
PointNet++way=5-way, shot=20-shot2024.1242.4
DGCNNway=5-way, shot=20-shot2024.1240.8
DGCNNLearning paradigm=Supervised Learning Only, N-way=5-way, K-shot=20-shot2026.0640.8
3D-GANway=10-way, shot=10-shot2024.1240.3
PointNet++way=5-way, shot=10-shot2024.1238.5
FoldingNetway=5-way, shot=20-shot2024.1235.8
PointNetway=10-way, shot=20-shot2024.1235.2
PointNetLearning paradigm=Supervised Learning Only, N-way=10-way, K-shot=20-shot2026.0635.2
FoldingNetway=5-way, shot=10-shot2024.1233.4
DGCNNway=5-way, shot=10-shot2024.1231.6
DGCNNLearning paradigm=Supervised Learning Only, N-way=5-way, K-shot=10-shot2026.0631.6
PointNet++way=10-way, shot=10-shot2024.1223
DGCNNway=10-way, shot=10-shot2024.1219.9
DGCNNLearning paradigm=Supervised Learning Only, N-way=10-way, K-shot=10-shot2026.0619.9
PointNet++way=10-way, shot=20-shot2024.1218.8
FoldingNetway=10-way, shot=10-shot2024.1218.6
DGCNNway=10-way, shot=20-shot2024.1216.9
DGCNNLearning paradigm=Supervised Learning Only, N-way=10-way, K-shot=20-shot2026.0616.9
FoldingNetway=10-way, shot=20-shot2024.1215.4