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Object Classification on ScanObjectNN PB_T50_RS

94.83Accuracy

PointGST

Updated 3d ago

Evaluation Results

Method	Links
PointGST 2024.10		94.83
AsymDSD-B* 2025.06		93.72
Mamba3D 2025.06		93.4
Fully fine-tune 2024.10		93.4
ReCon++-B* 2025.06		93.34
Mamba3D 2024.04		93.34
DAPT 2024.10		93.02
IDPT 2024.10		92.99
AsymDSD-S* 2025.06		92.89
Point-PEFT 2024.10		92.85
Mamba3D 2024.04		92.64
Mamba3D 2025.06		92.6
Mamba3D 2024.04		92.05
AsymDSD-B* 2025.06		91.96
PointGPT-B* 2025.06		91.9
Mamba3D 2024.04		91.81
AsymDSD-S* 2025.06		91.31
PointGPT-L 2025.06		91.1
Point-SRA 2026.01		90.77
ReCon 2026.01		90.63
AsymDSD-S 2025.06		90.53
DeLA 2024.04		90.4
PointConT 2024.04		90.3
Point-RAE 2025.06		90.28
Point-FEMAE 2025.06		90.22
Point-FEMAE 2026.01		90.22
Point-MAE-B* 2025.06		90.2
Mamba3D 2024.04		90.11
I2P-MAE 2026.01		90.11
Fully fine-tune 2024.10		90.01
ReCon SM 2025.06		89.73
RECON 2025.04		89.73
PointGPT-B 2025.06		89.6
PointMLP 2025.06		89.5
PointGST 2024.10		89.49
DAPT 2024.10		89.38
PointMamba 2025.06		89.31
PointMamba 2026.01		89.31
P2P-HorNet 2024.04		89.3
P2P 2026.01		89.3
PCM 2025.06		89
AsymSD-CLS-S 2025.06		88.72
SPoTr 2024.04		88.6
AsymSD-MPM-S 2025.06		88.58
Point-MAE† w/ IDPT 2023.04		88.51
PointMLP 2025.06		88.5
Point-MAE† 2023.04		88.41
PointGST 2024.10		88.27
Fully fine-tune 2024.10		88.21
ACT 2023.04		88.21
ACT 2025.04		88.21
ACT 2026.01		88.21
PCM 2025.06		88.1
Standard Transformer 2025.06		87.93
PointMetaBase-S 2026.01		87.9
PointNeXt 2025.06		87.7
PointNeXt 2025.04		87.7
PointNeXt-S 2026.01		87.7
PointNeXt 2026.01		87.7
IDPT 2024.10		87.65
ACT w/ IDPT 2023.04		87.65
Standard Transformer 2025.06		87.61
PointDif 2026.01		87.61
Point-JEPA 2026.01		87.6
DAPT 2024.10		87.54
ADS 2025.04		87.5
PointMLP 2025.06		87.4
IDPT 2024.10		87.27
PointGPT-S 2025.06		86.9
Point-M2AE 2025.06		86.43
Point-M2AE 2023.04		86.43
Point-M2AE 2024.04		86.43
Point-M2AE 2025.04		86.43
Point-M2AE 2026.01		86.43
Point-GN 2026.01		86.4
Point-PEFT 2024.10		86.36
Standard Transformer 2025.06		85.95
Point-PEFT 2024.10		85.74
PointMLP 2023.04		85.7
Standard Transformer 2025.06		85.67
PointGST 2024.10		85.64
Point-MAE + Point LoRA 2025.04		85.53
DAPT 2024.10		85.43
PointMLP 2025.06		85.4
PointMLP 2025.04		85.4
PointMLP 2026.01		85.4
PointGST 2024.10		85.29
Standard Transformer 2025.06		85.18
Point-MAE 2025.06		85.18
Fully fine-tune 2024.10		85.18
Point-MAE 2022.03		85.18
Point-MAE 2023.04		85.18
Point-MAE 2024.04		85.18
Point-MAE 2025.04		85.18
Point-MAE (Full-FT) 2025.04		85.18
Point-MAE 2026.01		85.18
DAPT 2024.10		85.08
Point-MAE + DAPT 2025.04		85.08
Point-PEFT 2024.10		85
IDPT 2024.10		84.94

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