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Few-shot Classification on ModelNet40 10-way 10-shot

94.1Accuracy

Point-PQAE

Updated 4d ago

Evaluation Results

Method	Links
Point-PQAE 2025.12		94.1
Point-FEMAE 2025.12		94
PointLAMA 2025.12		94
CSCon 2025.12		93.6
ReCon 2025.12		93.6
ReCon 2025.12		93.6
PCP-MAE 2025.12		93.5
CSCon 2025.12		93.4
ACT 2023.04		93.3
ACT 2023.09		93.3
Point-RAE 2023.09		93.3
ACT 2025.04		93.3
RECON (Full-FT) 2025.04		93.3
DAP-MAE 2025.12		93.3
ACT 2025.12		93.3
ReCon 2025.12		93.3
TAP 2025.12		93.1
PCP-MAE 2025.12		92.9
Point-MAE w/ IDPT 2023.04		92.8
RECON+ IDPT 2025.04		92.8
RECON+ PointLoRA 2025.04		92.7
Point-CMAE 2025.12		92.7
Point-MAE 2023.04		92.6
Point-MAE 2023.09		92.6
I2P-MAE 2023.09		92.6
Point-MAE 2024.04		92.6
Point-MAE 2025.04		92.6
Point-MAE 2025.12		92.6
PointGPT 2025.12		92.6
Joint-MAE 2025.12		92.6
I2P-MAE 2025.12		92.6
ACT w/ IDPT 2023.04		92.4
MAMBA3D+P-M 2024.04		92.4
Point-FEMAE 2025.12		92.4
ACT 2025.12		92.4
Point-FEMAE 2025.12		92.4
Point-M2AE 2023.04		92.3
Point-M2AE 2023.09		92.3
Point-M2AE 2025.04		92.3
Point-M2AE 2025.12		92.3
RECON+ PPT 2025.04		92.2
CSCon 2025.12		92.2
Point-PQAE 2025.12		92
Point-BERT w/ IDPT 2023.04		91.9
RECON+ DAPT 2025.04		91.9
MaskPoint 2023.04		91.4
MaskPoint 2023.09		91.4
PointMamba 2024.04		91.4
MaskPoint 2024.04		91.4
MaskPoint 2025.04		91.4
MaskPoint 2025.12		91.4
MAMBA3D+P-B 2024.04		91.3
Point-CMAE 2025.12		91.3
EPCL 2023.04		91.1
Point-BERT 2023.04		91
Point-BERT 2023.09		91
Point-BERT 2024.04		91
Point-BERT 2025.04		91
Point-BERT 2025.12		91
Point-MAE 2025.12		90.6
Transformer-OcCo 2023.04		89.4
OcCo 2024.04		89.4
OcCo 2025.04		89.4
PCP-MAE 2025.12		89.3
Point-CMAE 2025.12		89.2
Point-PQAE 2025.12		89
MAMBA3D 2024.04		88.1
Transformer 2023.09		84.6
Transformer 2024.04		84.6
ACT 2025.12		84.5
Point-MAE 2025.12		83.5
DGCNN-OcCo 2023.04		82.9
DGCNN+OcCo 2023.09		82.9
DGCNN+OcCo 2024.04		82.9
OcCo 2025.12		82.9
PointNet 2025.12		46.6
DGCNN 2023.09		19.9
DGCNN 2024.04		19.9
DGCNN 2025.12		19.9