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Object Classification on ModelNet40 8k points

94.9AccuracyPointGPT-L
90.63691.74392.8593.957May 19, 2023

Evaluation results

MethodLinks
PointGPT-LLearning Paradigm=Self-Supervised Representation Learning, Larger pre-training dataset=true, Post-pre-training stage=true2023.0594.9
PointMLP+ULIPLearning Paradigm=Cross-modal Information and Teacher Models2023.0594.7
ReConLearning Paradigm=Cross-modal Information and Teacher Models2023.0594.7
PointGPT-BLearning Paradigm=Self-Supervised Representation Learning, Larger pre-training dataset=true, Post-pre-training stage=true2023.0594.6
PointGPT-SLearning Paradigm=Self-Supervised Representation Learning, Larger pre-training dataset=false, Post-pre-training stage=false2023.0594.2
Point-MAELearning Paradigm=Self-Supervised Representation Learning2023.0594
ACTLearning Paradigm=Cross-modal Information and Teacher Models2023.0594
Point-BERTLearning Paradigm=Self-Supervised Representation Learning2023.0593.8
PointNetLearning Paradigm=Supervised Learning Only2023.0590.8