Our new X account is live! Follow @wizwand_team for updates

Few-shot Classification on ModelNet40 (5-way, 20-shot)

99.4Accuracy

CSCon

Updated 4d ago

Evaluation Results

Method	Links
CSCon 2025.12		99.4
PCP-MAE 2025.12		99.1
PCP-MAE 2025.12		99.1
CSCon 2025.12		99.1
PointLAMA 2025.12		99
RECON (Full-FT) 2025.04		98.9
Point-PQAE 2025.12		98.9
DAP-MAE 2025.12		98.9
ReCon 2025.12		98.9
Point-FEMAE 2025.12		98.9
Point-FEMAE 2025.12		98.9
RECON+ PointLoRA 2025.04		98.8
CSCon 2025.12		98.8
Point-RAE 2023.09		98.7
RECON+ PPT 2025.04		98.7
PointGPT 2025.12		98.6
Point-FEMAE 2025.12		98.6
ReCon 2025.12		98.5
Point-M2AE 2023.04		98.3
Point-M2AE 2023.09		98.3
I2P-MAE 2023.09		98.3
Point-M2AE 2025.04		98.3
RECON+ IDPT 2025.04		98.3
Point-M2AE 2025.12		98.3
I2P-MAE 2025.12		98.3
ACT w/ IDPT 2023.04		98.2
MAMBA3D+P-M 2024.04		98.2
ReCon 2025.12		98.2
Point-PQAE 2025.12		98.2
ACT 2023.04		98
ACT 2023.09		98
ACT 2025.04		98
Point-CMAE 2025.12		98
ACT 2025.12		98
Point-MAE w/ IDPT 2023.04		97.9
MAMBA3D+P-B 2024.04		97.9
Joint-MAE 2025.12		97.9
Point-MAE 2023.04		97.8
Point-MAE 2023.09		97.8
Point-MAE 2024.04		97.8
Point-MAE 2025.04		97.8
Point-MAE 2025.12		97.8
TAP 2025.12		97.8
PCP-MAE 2025.12		97.8
RECON+ DAPT 2025.04		97.7
ACT 2025.12		97.7
Point-CMAE 2025.12		97.5
EPCL 2023.04		97.3
PointMamba 2024.04		97.3
MaskPoint 2023.04		97.2
Point-BERT w/ IDPT 2023.04		97.2
MaskPoint 2023.09		97.2
MaskPoint 2024.04		97.2
MaskPoint 2025.04		97.2
MaskPoint 2025.12		97.2
MAMBA3D 2024.04		96.9
Point-PQAE 2025.12		96.8
Point-MAE 2025.12		96.7
Point-BERT 2023.04		96.3
Point-BERT 2023.09		96.3
Point-BERT 2024.04		96.3
Point-BERT 2025.04		96.3
Point-BERT 2025.12		96.3
Transformer-OcCo 2023.04		95.9
OcCo 2024.04		95.9
OcCo 2025.04		95.9
Point-CMAE 2025.12		94.1
Transformer 2023.09		93.3
Transformer 2024.04		93.3
ACT 2025.12		93.1
DGCNN-OcCo 2023.04		92.5
DGCNN+OcCo 2023.09		92.5
DGCNN+OcCo 2024.04		92.5
OcCo 2025.12		92.5
Point-MAE 2025.12		91.7
PointNet 2025.12		57.8
DGCNN 2023.09		40.8
DGCNN 2024.04		40.8
DGCNN 2025.12		40.8