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Few-shot Transfer Classification on ModelNet40

98.9AccuracyReCon
13.6235.7657.980.04Jul 28, 2023

Evaluation results

MethodLinks
ReConWay=5-way, Shot=20-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.0798.9
Point-M2AEWay=5-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0798.3
VPPWay=5-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0798.3
I2P-MAEWay=5-way, Shot=20-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.0798.3
ACTWay=5-way, Shot=20-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.0798
Point-MAEWay=5-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0797.8
ReConWay=5-way, Shot=10-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.0797.3
MaskPointWay=5-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0797.2
I2P-MAEWay=5-way, Shot=10-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.0797
VPPWay=5-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0796.9
Point-M2AEWay=5-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0796.8
ACTWay=5-way, Shot=10-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.0796.8
Point-BERTWay=5-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0796.3
Point-MAEWay=5-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0796.3
OcCoWay=5-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0795.9
ReConWay=10-way, Shot=20-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.0795.8
ACTWay=10-way, Shot=20-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.0795.6
I2P-MAEWay=10-way, Shot=20-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.0795.5
VPPWay=10-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0795.4
MaskPointWay=5-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0795
Point-MAEWay=10-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0795
Point-M2AEWay=10-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0795
Point-BERTWay=5-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0794.6
OcCoWay=5-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0794
MaskPointWay=10-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0793.4
TransformerWay=5-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0793.3
ACTWay=10-way, Shot=10-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.0793.3
ReConWay=10-way, Shot=10-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.0793.3
VPPWay=10-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0793
Point-BERTWay=10-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0792.7
Point-MAEWay=10-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0792.6
I2P-MAEWay=10-way, Shot=10-shot, Learning Paradigm=with Pretrained Cross-Modal Teacher Representation Learning2023.0792.6
OcCoWay=5-way, Shot=20-shot, Learning Paradigm=Supervised Learning Only2023.0792.5
OcCoWay=10-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0792.4
Point-M2AEWay=10-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0792.3
MaskPointWay=10-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0791.4
Point-BERTWay=10-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0791
OcCoWay=5-way, Shot=10-shot, Learning Paradigm=Supervised Learning Only2023.0790.6
TransformerWay=10-way, Shot=20-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0789.4
OcCoWay=10-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0789.4
TransformerWay=5-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0787.8
OcCoWay=10-way, Shot=20-shot, Learning Paradigm=Supervised Learning Only2023.0786.5
TransformerWay=10-way, Shot=10-shot, Learning Paradigm=Self-Supervised Representation Learning2023.0784.6
OcCoWay=10-way, Shot=10-shot, Learning Paradigm=Supervised Learning Only2023.0782.9
DGCNNWay=5-way, Shot=20-shot, Learning Paradigm=Supervised Learning Only2023.0740.8
DGCNNWay=5-way, Shot=10-shot, Learning Paradigm=Supervised Learning Only2023.0731.6
DGCNNWay=10-way, Shot=10-shot, Learning Paradigm=Supervised Learning Only2023.0719.9
DGCNNWay=10-way, Shot=20-shot, Learning Paradigm=Supervised Learning Only2023.0716.9