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Few-shot Classification on ModelNet40 5-way 10-shot

97.5Accuracy

DAP-MAE

Updated 1mo ago

Evaluation Results

Method	Links
DAP-MAE 2025.12		97.5
CSCon 2025.12		97.5
PCP-MAE 2025.12		97.4
ReCon 2025.12		97.4
CSCon 2025.12		97.4
Point-MAE w/ IDPT 2023.04		97.3
Point-RAE 2023.09		97.3
RECON (Full-FT) 2025.04		97.3
TAP 2025.12		97.3
ReCon 2025.12		97.3
Point-FEMAE 2025.12		97.2
PointLAMA 2025.12		97.2
I2P-MAE 2023.09		97
RECON+ PPT 2025.04		97
I2P-MAE 2025.12		97
RECON+ IDPT 2025.04		96.9
RECON+ PointLoRA 2025.04		96.9
Point-PQAE 2025.12		96.9
ReCon 2025.12		96.9
CSCon 2025.12		96.9
Point-M2AE 2023.04		96.8
ACT 2023.04		96.8
Point-M2AE 2023.09		96.8
ACT 2023.09		96.8
Point-M2AE 2025.04		96.8
ACT 2025.04		96.8
Point-M2AE 2025.12		96.8
PointGPT 2025.12		96.8
ACT 2025.12		96.8
ACT w/ IDPT 2023.04		96.7
Point-CMAE 2025.12		96.7
Joint-MAE 2025.12		96.7
PCP-MAE 2025.12		96.7
MAMBA3D+P-M 2024.04		96.4
Point-FEMAE 2025.12		96.4
Point-FEMAE 2025.12		96.4
Point-MAE 2023.04		96.3
Point-MAE 2023.09		96.3
Point-MAE 2024.04		96.3
Point-MAE 2025.04		96.3
Point-MAE 2025.12		96.3
Point-BERT w/ IDPT 2023.04		96
ACT 2025.12		95.9
Point-CMAE 2025.12		95.9
MAMBA3D+P-B 2024.04		95.8
RECON+ DAPT 2025.04		95.6
Point-PQAE 2025.12		95.3
EPCL 2023.04		95.1
MaskPoint 2023.04		95
MaskPoint 2023.09		95
PointMamba 2024.04		95
MaskPoint 2024.04		95
MaskPoint 2025.04		95
MaskPoint 2025.12		95
Point-MAE 2025.12		95
Point-BERT 2023.04		94.6
Point-BERT 2023.09		94.6
Point-BERT 2024.04		94.6
Point-BERT 2025.04		94.6
Point-BERT 2025.12		94.6
Transformer-OcCo 2023.04		94
OcCo 2024.04		94
OcCo 2025.04		94
PCP-MAE 2025.12		94
Point-PQAE 2025.12		93
MAMBA3D 2024.04		92.6
NPNet 2026.03		92
ACT 2025.12		91.8
Point-MAE 2025.12		91.1
Point-GN 2026.03		90.7
DGCNN-OcCo 2023.04		90.6
DGCNN+OcCo 2023.09		90.6
DGCNN+OcCo 2024.04		90.6
OcCo 2025.12		90.6
Point-CMAE 2025.12		90.4
SLNet-M 2026.03		89
Point-NN 2026.03		88.8
Transformer 2023.09		87.8
Transformer 2024.04		87.8
SLNet-S 2026.03		84
PointCNN 2026.03		65.4
3D-GAN 2026.03		55.8
PointNet 2025.12		52
PointNet 2026.03		52
PointNet++ 2026.03		38.5
FoldingNet 2026.03		33.4
DGCNN 2023.09		31.6
DGCNN 2024.04		31.6
DGCNN 2025.12		31.6
DGCNN 2026.03		31.6