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ResearchFormerly WizWand

3D Object Classification on ModelNet40 v1.0 (test)

94.5AccuracyPointMLP
88.98890.41991.8593.281Aug 16, 2024
Updated 8mo ago

Evaluation results

MethodLinks
PointMLP#P (M)=12.6, Input=1k Points, Voting Protocol=without voting2024.0894.5
Point-FEMAE#P (M)=27.4, Input=1k Points, Voting Protocol=with voting2024.0894.5
ReCon#P (M)=43.6, Input=1k Points, Voting Protocol=with voting2024.0894.5
PCP-MAE#P (M)=22.1, Input=1k Points, Voting Protocol=with voting2024.0894.2
I2P-MAE#P (M)=15.3, Input=1k Points, Voting Protocol=with voting2024.0894.1
ReCon#P (M)=43.6, Input=1k Points, Voting Protocol=without voting2024.0894.1
P2P-HorNet#P (M)=195.8, Input=40 Images, Voting Protocol=without voting2024.0894
Point-M2AE#P (M)=15.3, Input=1k Points, Voting Protocol=with voting2024.0894
PointGPT#P (M)=19.5, Input=1k Points, Voting Protocol=with voting2024.0894
Point-FEMAE#P (M)=27.4, Input=1k Points, Voting Protocol=without voting2024.0894
PCP-MAE#P (M)=22.1, Input=1k Points, Voting Protocol=without voting2024.0894
Joint-MAEInput=1k Points, Voting Protocol=with voting2024.0894
SimpleViewInput=6 Images, Voting Protocol=without voting2024.0893.9
SFRInput=20 Images, Voting Protocol=without voting2024.0893.9
MVTN#P (M)=11.2, Input=12 Images, Voting Protocol=without voting2024.0893.8
MaskPointInput=1k Points, Voting Protocol=with voting2024.0893.8
Point-MAE#P (M)=22.1, Input=1k Points, Voting Protocol=with voting2024.0893.8
ACT#P (M)=22.1, Input=1k Points, Voting Protocol=with voting2024.0893.7
I2P-MAE#P (M)=15.3, Input=1k Points, Voting Protocol=without voting2024.0893.7
Point-M2AE#P (M)=15.3, Input=1k Points, Voting Protocol=without voting2024.0893.4
Point-BERT#P (M)=22.1, Input=1k Points, Voting Protocol=with voting2024.0893.2
Point-MAE#P (M)=22.1, Input=1k Points, Voting Protocol=without voting2024.0893.2
ACT#P (M)=22.1, Input=1k Points, Voting Protocol=without voting2024.0893.2
DGCNN#P (M)=1.8, Input=1k Points, Voting Protocol=without voting2024.0892.9
Point-BERT#P (M)=22.1, Input=1k Points, Voting Protocol=without voting2024.0892.7
PointNet++#P (M)=1.5, Input=1k Points, Voting Protocol=without voting2024.0890.7
PointNet#P (M)=3.5, Input=1k Points, Voting Protocol=without voting2024.0889.2