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Object Classification on ModelNet40 (Overall Accuracy)

95.1Overall Accuracy

ADS

Updated 1mo ago

Evaluation Results

Method	Links
ADS 2025.04		95.1
Mamba3D 2026.05		94.7
Mamba3D + Mantis 2026.05		94.7
PointMLP 2025.04		94.5
RepSurf-U 2025.04		94.4
Mamba3D + PMA 2026.05		94.2
ReCon 2026.05		94.1
PointNeXt 2025.04		94
Point-M2AE 2025.04		94
Point-M2AE 2026.05		94
Joint-MAE 2026.05		94
ReCon + GAPrompt 2026.05		94
RECON 2025.04		93.9
MVTN 2025.04		93.8
MaskPoint 2025.04		93.8
Point-MAE 2025.04		93.8
Point-MAE 2026.05		93.8
ACT 2025.04		93.7
ZigzagPointMamba + Mantis 2026.05		93.7
DC-CCNN++ 2026.06		93.7
ACT 2026.05		93.6
PointMamba 2026.05		93.6
PointMamba + PMA 2026.05		93.6
PointMamba 2026.05		93.6
Point-MAE + DAPT 2025.04		93.5
ReCon + DAPT 2026.05		93.5
PointMamba + Mantis 2026.05		93.5
DC-CCNN 2026.06		93.5
I2P-MAE 2026.05		93.4
PCM 2026.05		93.4
Point Mamba (w/ PCT) 2026.05		93.4
PCM 2026.05		93.4
Point-MAE + IDPT 2025.04		93.3
Point-MAE + Point LoRA 2025.04		93.3
PointGPT-S 2026.05		93.3
Point-MAE + IDPT 2026.05		93.3
Point-MAE + PointLoRA 2026.05		93.3
Point-BERT 2025.04		93.2
Point-MAE (Full-FT) 2025.04		93.2
Point-MAE + PPT* 2025.04		93.2
Point-BERT 2026.05		93.2
ZigzagPointMamba 2026.05		93.2
PCT 2026.05		93.2
DensePoint 2026.06		93.2
PosPool 2026.06		93.2
PCT 2026.06		93.2
PointMLP 2026.06		93.2
DGCNN 2025.04		92.9
DGCNN 2026.05		92.9
DGCNN 2026.05		92.9
RS-CNN 2026.05		92.9
PointASNL 2026.05		92.9
RelFlexformer (w/ PCT) 2026.05		92.9
RS-CNN 2026.06		92.9
PointASNL 2026.06		92.9
MLMSPT 2026.06		92.9
ZigzagPointMamba + PMA 2026.05		92.8
Point Trans 2026.06		92.8
SI-Mamba 2026.05		92.7
OctFormer 2026.05		92.7
Point Mamba (w/ OctFormer) 2026.05		92.7
P2Sequence 2026.05		92.6
RelFlexformer (w/ PCT) + PointRoPE 2026.05		92.6
PointCNN 2026.05		92.5
PointConv 2026.05		92.5
PCNN 2026.05		92.3
Performer (w/ PCT) 2026.05		92.3
PointCNN 2026.05		92.2
OcCo 2025.04		92.1
PointGrid 2026.05		92
PointNet++ 2025.04		90.7
PointNet++ 2026.05		90.7
PointNet++ 2026.05		90.7
A-SCN 2026.05		89.9
PointNet 2025.04		89.2
PointNet 2026.05		89.2
PointNet 2026.05		89.2
Spiking PointNet 2026.06		83.5