List your company
ResearchFormerly WizWand

Object Classification on ModelNet40 1k points

95.1AccuracyMamba3D
88.96490.55792.1593.743May 19, 2023Jul 14, 2023Sep 9, 2023Nov 5, 2023Dec 31, 2023Feb 26, 2024Apr 23, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Mamba3DPT=Point-MAE, #P (M)=16.9, #F (G)=3.9, Voting Strategy=true2024.0495.1
PointGPT-LLearning Paradigm=Self-Supervised Representation Learning, Larger pre-training dataset=true, Post-pre-training stage=true2023.0594.7
Mamba3DPT=Point-MAE, #P (M)=16.9, #F (G)=3.9, Voting Strategy=false2024.0494.7
PointMLPLearning Paradigm=Supervised Learning Only2023.0594.5
PointMLP+ULIPLearning Paradigm=Cross-modal Information and Teacher Models2023.0594.5
ReConLearning Paradigm=Cross-modal Information and Teacher Models2023.0594.5
PointMLP#P (M)=12.6, #F (G)=31.4, Training Paradigm=Supervised Learning Only2023.0794.5
ReCon#P (M)=43.6, #F (G)=5.3, Training Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.0794.5
PointMLPPT=×, #P (M)=12.6, #F (G)=31.42024.0494.5
PointGPT-BLearning Paradigm=Self-Supervised Representation Learning, Larger pre-training dataset=true, Post-pre-training stage=true2023.0594.4
Point-MAEPT=IDPT, #P (M)=22.1+1.7†, #F (G)=4.82024.0494.4
Mamba3DPT=Point-BERT, #P (M)=16.9, #F (G)=3.9, Voting Strategy=false2024.0494.4
VPP w/ vot.#P (M)=22.1, #F (G)=4.8, Training Paradigm=with Self-Supervised Representation Learning, Voting Strategy=Yes2023.0794.1
I2P-MAE#P (M)=12.9, #F (G)=3.6, Training Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.0794.1
Mamba3DPT=×, #P (M)=16.9, #F (G)=3.9, Voting Strategy=true2024.0494.1
PointNeXtLearning Paradigm=Supervised Learning Only2023.0594
P2P-HorNetLearning Paradigm=Supervised Learning Only2023.0594
Point-M2AELearning Paradigm=Self-Supervised Representation Learning2023.0594
PointGPT-SLearning Paradigm=Self-Supervised Representation Learning, Larger pre-training dataset=false, Post-pre-training stage=false2023.0594
PointNeXt#P (M)=1.4, #F (G)=3.6, Training Paradigm=Supervised Learning Only2023.0794
Point-M2AE#P (M)=14.8, #F (G)=3.6, Training Paradigm=with Self-Supervised Representation Learning2023.0794
PointNeXtPT=×, #P (M)=1.4, #F (G)=3.62024.0494
P2P-HorNetPT=✓, #F (G)=34.62024.0494
DeLAPT=×, #P (M)=5.3, #F (G)=1.52024.0494
Point-M2AEPT=Point-M2AE, #P (M)=15.3, #F (G)=3.62024.0494
SimpleViewPT=×2024.0493.9
GBNetLearning Paradigm=Supervised Learning Only2023.0593.8
MVTNLearning Paradigm=Supervised Learning Only2023.0593.8
MaskPointLearning Paradigm=Self-Supervised Representation Learning2023.0593.8
Point-MAELearning Paradigm=Self-Supervised Representation Learning2023.0593.8
Point-MAE#P (M)=22.1, #F (G)=4.8, Training Paradigm=with Self-Supervised Representation Learning2023.0793.8
VPP w/o vot.#P (M)=22.1, #F (G)=4.8, Training Paradigm=with Self-Supervised Representation Learning, Voting Strategy=No2023.0793.8
GBNetPT=×, #P (M)=8.82024.0493.8
MVTNPT=×, #P (M)=11.2, #F (G)=43.72024.0493.8
MaskPointPT=MaskPoint, #P (M)=22.1, #F (G)=4.82024.0493.8
Point-MAEPT=Point-MAE, #P (M)=22.1, #F (G)=4.82024.0493.8
ACTLearning Paradigm=Cross-modal Information and Teacher Models2023.0593.7
ACT#P (M)=22.1, #F (G)=4.8, Training Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.0793.7
PRA-NetPT=×, #F (G)=2.32024.0493.7
PointConTPT=×2024.0493.5
Mamba3DPT=×, #P (M)=16.9, #F (G)=3.9, Voting Strategy=false2024.0493.4
Point-BERTPT=IDPT, #P (M)=22.1+1.7†, #F (G)=4.82024.0493.4
Point-BERTLearning Paradigm=Self-Supervised Representation Learning2023.0593.2
PCT#P (M)=2.88, #F (G)=2.3, Training Paradigm=Supervised Learning Only2023.0793.2
Point-BERT#P (M)=22.1, #F (G)=4.8, Training Paradigm=with Self-Supervised Representation Learning2023.0793.2
PCTPT=×, #P (M)=2.9, #F (G)=2.32024.0493.2
Point-BERTPT=Point-BERT, #P (M)=22.1, #F (G)=4.82024.0493.2
P2P-RN101Learning Paradigm=Supervised Learning Only2023.0593.1
DRNetPT=×2024.0493.1
DGCNNLearning Paradigm=Supervised Learning Only2023.0592.9
DGCNN#P (M)=1.8, #F (G)=2.4, Training Paradigm=Supervised Learning Only2023.0792.9
DGCNNPT=×, #P (M)=1.8, #F (G)=2.42024.0492.9
PointCNNLearning Paradigm=Supervised Learning Only2023.0592.2
PointCNN#P (M)=0.6, Training Paradigm=Supervised Learning Only2023.0792.2
PointCNNPT=×, #P (M)=0.62024.0492.2
TransformerPT=OcCo, #P (M)=22.1, #F (G)=4.82024.0492.1
Transformer#P (M)=22.1, #F (G)=4.8, Training Paradigm=with Self-Supervised Representation Learning2023.0791.4
TransformerPT=×, #P (M)=22.1, #F (G)=4.82024.0491.4
PointNet++#P (M)=1.5, #F (G)=1.7, Training Paradigm=Supervised Learning Only2023.0790.7
PointNet++PT=×, #P (M)=1.5, #F (G)=1.72024.0490.7
PointNetLearning Paradigm=Supervised Learning Only2023.0589.2
PointNet#P (M)=3.5, #F (G)=0.5, Training Paradigm=Supervised Learning Only2023.0789.2
PointNetPT=×, #P (M)=3.5, #F (G)=0.52024.0489.2