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Shape Classification on ScanObjectNN (PB_T50_RS)

95.4OA

GPSFormer

Updated 1mo ago

Evaluation Results

Method
GPSFormer 2024.07	95.4	93.8	-	-	-	-	-
ReCon++ 2025.03	95.25	-	-	-	-	-	-
GPSFormer 2024.07	95	93.5	-	-	-	-	-
PointGPT 2024.07	93.6	-	-	-	-	-	-
PointGPT 2025.03	93.4	-	-	-	-	-	-
GPSFormer-elite 2024.07	93.3	92.5	-	-	-	-	-
GPSFormer-elite 2024.07	92.9	92.2	-	-	-	-	-
MOST 2025.03	92.85	-	-	-	-	-	-
MOST 2025.03	92.85	-	-	-	-	-	-
Mamba3D 2025.03	92.05	-	-	-	-	-	-
Mamba3D 2025.03	91.8	-	-	-	-	-	-
ULIP-2 + PointNeXt 2024.07	91.5	91.2	-	-	-	-	-
ReCon 2024.07	91.26	-	-	-	-	-	-
ReCon 2025.03	90.63	-	-	-	-	-	-
MOST (Mamba3D) 2025.03	90.56	-	-	-	-	-	-
DeLA 2024.07	90.4	89.3	-	-	-	-	-
PointConT 2024.07	90.3	88.5	-	-	-	-	-
Point-RAE 2024.07	90.3	-	-	-	-	-	-
PointFEMAE 2024.07	90.2	-	-	-	-	-	-
I2P-MAE 2025.03	90.11	-	-	-	-	-	-
PointGST 2025.03	89.97	-	-	-	-	-	-
PPT 2025.03	89.52	-	-	-	-	-	-
PointGST 2025.03	89.49	-	-	-	-	-	-
DAPT 2025.03	89.38	-	-	-	-	-	-
PointMamba 2025.03	89.31	-	-	-	-	-	-
KPNeXt-L 2024.05	88.9	87.3	0.3	89.3	0.5	88.1	-
SPoTr 2024.07	88.6	86.8	-	-	-	-	-
DAPT 2025.03	88.55	-	-	-	-	-	-
KPNeXt-S 2024.05	88.3	86.7	0.4	89	0.5	87.4	-
ACT 2025.03	88.21	-	-	-	-	-	-
IDPT 2025.03	88.13	-	-	-	-	-	-
PointVector 2024.05	87.8	86.2	0.4	88.6	0.5	86.8	-
PointNeXt 2024.05	87.7	85.8	0.4	88.2	0.6	86.6	-
PointNeXt 2024.07	87.7	85.8	-	-	-	-	-
PPT 2025.03	87.61	-	-	-	-	-	-
MOST (Transformer) 2025.03	87.47	-	-	-	-	-	-
IDPT 2025.03	87.34	-	-	-	-	-	-
Point-PN 2024.07	87.1	-	-	-	-	-	-
PointStack 2024.05	86.9	85.8	0.3	87.2	0.3	86.2	-
Point-M2AE 2025.03	86.43	-	-	-	-	-	-
RepSurf-U 2024.07	86	83.1	-	-	-	-	-
PointMLP 2024.07	85.7	84.4	-	-	-	-	-
MVTN 2024.07	85.5	83.1	-	-	-	-	-
PointMLP 2024.05	85.4	83.9	0.3	-	0.5	-	-
Point-MAE 2024.07	85.2	-	-	-	-	-	-
Point-MAE 2025.03	85.18	-	-	-	-	-	-
Point-BERT 2024.07	83.1	-	-	-	-	-	-
Point-BERT 2025.03	83.07	-	-	-	-	-	-
MVTN 2022.02	82.8	-	-	-	-	-	-
PRANet 2022.02	82.1	79.1	-	-	-	-	-
GBNet 2022.02	80.5	77.8	-	-	-	-	-
GBNet 2024.07	80.5	77.8	-	-	-	-	-
SimpleView 2024.07	80.5	-	-	-	-	-	-
DRNet 2022.02	80.3	78	-	-	-	-	-
DRNet 2024.07	80.3	78	-	-	-	-	-
BGA-PN++ 2022.02	80.2	77.5	-	-	-	-	-
BGA-DGCNN 2022.02	79.7	75.7	-	-	-	-	-
PointCNN 2022.02	78.5	75.1	-	-	-	-	-
PointCNN 2024.07	78.5	75.1	-	-	-	-	-
DGCNN 2022.02	78.1	73.6	-	-	-	-	-
DGCNN 2024.07	78.1	73.6	-	-	-	-	-
DGCNN 2025.03	78.1	-	-	-	-	-	-
PointNet++ 2022.02	77.9	75.4	-	-	-	-	-
PointNet++ 2025.03	77.9	-	-	-	-	-	-
Transformer 2025.03	77.2	-	-	-	-	-	-
SpiderCNN 2022.02	73.7	69.8	-	-	-	-	-
PointNet++ 2024.07	73.7	69.8	-	-	-	-	-
PointNet 2022.02	68.2	63.4	-	-	-	-	-
PointNet 2024.07	68.2	63.4	-	-	-	-	-
PointNet 2025.03	68	-	-	-	-	-	-
Point-NN 2024.07	64.9	-	-	-	-	-	-
3DmFV 2022.02	63	58.1	-	-	-	-	-
PointNet 2024.05	-	-	-	68.2	-	63.4	-
PointNet++ 2024.05	-	-	-	77.9	-	75.4	-
DGCNN 2024.05	-	-	-	78.1	-	73.6	-
PointCNN 2024.05	-	-	-	78.5	-	75.1	-
Simpleview 2024.05	-	-	-	80.5	-	-	-
PointBERT 2024.05	-	-	-	83.1	-	-	-
Point-MAE 2024.05	-	-	-	85.2	-	-	-
SPoTr 2024.05	-	-	-	88.6	-	86.8	-
3DmFV 2024.12	-	63	-	-	-	-	-
PointNet 2024.12	-	68.2	-	-	-	-	-
PointNet++ 2024.12	-	77.9	-	-	-	-	-
DGCNN 2024.12	-	78.1	-	-	-	-	-
PointCNN 2024.12	-	78.5	-	-	-	-	-
GBNet 2024.12	-	80.5	-	-	-	-	-
PointMLP 2024.12	-	85.4	-	-	-	-	-
PointNeXt-S 2024.12	-	87.7	-	-	-	-	-
PointMetaBase-S 2024.12	-	87.9	-	-	-	-	-
Point-NN 2024.12	-	64.9	-	-	-	-	-
Point-GN 2024.12	-	86.4	-	-	-	-	-
Point-MAE 2026.06	-	85.18	-	-	-	-	-
PointER 2026.06	-	84.93	-	-	-	-	-
TAP 2026.06	-	85.67	-	-	-	-	-
PointER-MM 2026.06	-	86	-	-	-	-	-
PointER (Sup.) 2026.06	-	-	-	-	-	-	82.55
PointGLA (Sup.) 2026.06	-	-	-	-	-	-	84.25
Point-MAE (Rep.) 2026.06	-	-	-	-	-	-	85.18
PointER 2026.06	-	-	-	-	-	-	84.93
PointGLA 2026.06	-	-	-	-	-	-	85.57