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Point Cloud Classification on ModelNet40 synthetic (test)

94.5Overall AccuracyPointMLP
88.2689.8891.593.12May 27, 2024Sep 3, 2024Dec 12, 2024Mar 22, 2025Jun 30, 2025Oct 8, 2025Jan 16, 2026
Updated 8mo ago

Evaluation results

MethodLinks
PointMLPLearning Protocol=Supervised Learning Only, #Params(M)=12.6, FLOPs(G)=31.42024.0594.5
PointGPT-BLearning Protocol=Self-Supervised Learning, #Params(M)=120.5, FLOPs(G)=18.12024.0594.2
Point-MAE w/ LCMLearning Protocol=Self-Supervised Learning, #Params(M)=2.7, FLOPs(G)=0.62024.0594.2
MaskPoint w/ LCMLearning Protocol=Self-Supervised Learning, #Params(M)=3.1, FLOPs(G)=1.32024.0594.1
PointM2AE w/ LCMLearning Protocol=Self-Supervised Learning, #Params(M)=2.5, FLOPs(G)=1.72024.0594.1
P2P-HorNetLearning Protocol=Supervised Learning Only, #Params(M)=195.8, FLOPs(G)=34.62024.0594
Point-M2AELearning Protocol=Self-Supervised Learning, #Params(M)=12.8, FLOPs(G)=4.72024.0594
PointGPT-SLearning Protocol=Self-Supervised Learning, #Params(M)=29.2, FLOPs(G)=2.32024.0594
PointGPT-SYear=20232026.0194
ACT w/ LCMLearning Protocol=Self-Supervised Learning, #Params(M)=3.1, FLOPs(G)=1.42024.0593.9
MaskPointLearning Protocol=Self-Supervised Learning, #Params(M)=22.1, FLOPs(G)=2.32024.0593.8
Point-MAELearning Protocol=Self-Supervised Learning, #Params(M)=22.1, FLOPs(G)=2.42024.0593.8
Point-BERT w/ LCMLearning Protocol=Self-Supervised Learning, #Params(M)=3.1, FLOPs(G)=1.32024.0593.8
PointMAEYear=20222026.0193.8
ACTLearning Protocol=Self-Supervised Learning, #Params(M)=22.1, FLOPs(G)=2.42024.0593.7
LCMLearning Protocol=Supervised Learning Only, #Params(M)=2.7, FLOPs(G)=0.62024.0593.6
Inter-MAELearning Protocol=Self-Supervised Learning, #Params(M)=22.1, FLOPs(G)=2.32024.0593.6
PointMambaLearning Protocol=Self-Supervised Learning, #Params(M)=12.32024.0593.6
CrossNetLearning Protocol=Self-Supervised Learning, #Params(M)=1.8, FLOPs(G)=2.42024.0593.4
Point-BERTLearning Protocol=Self-Supervised Learning, #Params(M)=22.1, FLOPs(G)=2.32024.0593.2
DGCNNLearning Protocol=Supervised Learning Only, #Params(M)=1.8, FLOPs(G)=2.42024.0592.9
PointMambaLearning Protocol=Supervised Learning Only, #Params(M)=12.32024.0592.4
TransformerLearning Protocol=Supervised Learning Only, #Params(M)=22.1, FLOPs(G)=4.82024.0592.3
TransformerLearning Protocol=Supervised Learning Only, #Params(M)=22.1, FLOPs(G)=2.42024.0592.3
GSPoint2026.0191.5
GSLCNYear=20232026.0191.4
PointMLPYear=20222026.0191.3
PointWaveletYear=20242026.0191.1
DuGREATYear=20252026.0190.9
PointNeXtYear=20222026.0190.8
PointNet++Learning Protocol=Supervised Learning Only, #Params(M)=1.5, FLOPs(G)=1.72024.0590.7
PointTrans.Year=20212026.0190.6
PointNetLearning Protocol=Supervised Learning Only, #Params(M)=3.5, FLOPs(G)=0.52024.0589.2
PointNet++Year=20172026.0188.5