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Few-shot Classification on ModelNet40 10-way 20-shot

96.5Accuracy

CSCon

Updated 23d ago

Evaluation Results

Method	Links
CSCon 2025.12		96.5
ReCon 2026.03		96.5
Point-PQAE 2025.12		96.3
PCP-MAE 2025.12		95.9
ReCon 2026.03		95.9
Point-RAE 2023.09		95.8
RECON (Full-FT) 2025.04		95.8
RECON+ PointLoRA 2025.04		95.8
Point-FEMAE 2025.12		95.8
PointLAMA 2025.12		95.8
TAP 2025.12		95.8
ReCon 2025.12		95.8
CSCon 2025.12		95.8
ReCon 2025.12		95.7
PCP-MAE 2025.12		95.7
HyperPoint 2026.03		95.7
ACT 2023.04		95.6
ACT 2023.09		95.6
ACT 2025.04		95.6
RECON+ PPT 2025.04		95.6
ACT 2025.12		95.6
Point-MAE 2026.03		95.6
HyperPoint 2026.03		95.6
ACT w/ IDPT 2023.04		95.5
I2P-MAE 2023.09		95.5
RECON+ IDPT 2025.04		95.5
I2P-MAE 2025.12		95.5
Point-FEMAE 2025.12		95.5
CSCon 2025.12		95.5
Point-FEMAE 2025.12		95.5
HyperPoint 2026.03		95.5
Point-MAE w/ IDPT 2023.04		95.4
ReCon 2025.12		95.4
Point-CMAE 2025.12		95.3
MAMBA3D+P-M 2024.04		95.2
PointGPT 2025.12		95.2
DAP-MAE 2025.12		95.2
Joint-MAE 2025.12		95.1
Point-MAE 2023.04		95
Point-M2AE 2023.04		95
Point-MAE 2023.09		95
Point-M2AE 2023.09		95
Point-MAE 2024.04		95
Point-MAE 2025.04		95
Point-M2AE 2025.04		95
Point-MAE 2025.12		95
Point-M2AE 2025.12		95
Point-MAE 2026.03		95
Point-MAE 2026.03		95
ReCon 2026.03		94.9
ACT 2025.12		94.7
Point-PQAE 2025.12		94.7
RECON+ DAPT 2025.04		94.6
MAMBA3D+P-B 2024.04		94.5
Point-CMAE 2025.12		94.4
SLNet-M 2026.03		94
PCP-MAE 2025.12		93.9
Point-MAE 2025.12		93.8
Point-BERT w/ IDPT 2023.04		93.6
EPCL 2023.04		93.5
Point-PQAE 2025.12		93.5
SLNet-S 2026.03		93.5
MaskPoint 2023.04		93.4
MaskPoint 2023.09		93.4
MaskPoint 2024.04		93.4
MaskPoint 2025.04		93.4
MaskPoint 2025.12		93.4
MAMBA3D 2024.04		93.1
PointMamba 2024.04		92.8
Point-BERT 2023.04		92.7
Point-BERT 2023.09		92.7
Point-BERT 2024.04		92.7
Point-BERT 2025.04		92.7
Point-BERT 2025.12		92.7
Transformer-OcCo 2023.04		92.4
OcCo 2024.04		92.4
OcCo 2025.04		92.4
Point-CMAE 2025.12		92.3
ACT 2025.12		90.7
Point-MAE 2025.12		89.7
Transformer 2023.09		89.4
Transformer 2024.04		89.4
NPNet 2026.03		87.6
DGCNN-OcCo 2023.04		86.5
DGCNN+OcCo 2023.09		86.5
DGCNN+OcCo 2024.04		86.5
OcCo 2025.12		86.5
Point-GN 2026.03		86.4
Point-NN 2026.03		84.9
Point-MAE 2026.03		84.9
Point-MAE 2026.03		79.9
ReCon 2026.03		78.7
HyperPoint 2026.03		78.3
ReCon 2026.03		78.3
HyperPoint 2026.03		76.7
PointCNN 2026.03		50
3D-GAN 2026.03		48.4
PointNet 2025.12		35.2
PointNet 2026.03		35.2
PointNet++ 2026.03		18.8

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