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Point Cloud Classification on ModelNet40 (test)

94.7Accuracy

RepSurf-U

Updated 2d ago

Evaluation Results

Method
RepSurf-U 2022.08	94.7	-	-	-	-	-
Recon 2023.12	94.5	-	-	-	-	-
Point-FEMAE 2023.12	94.5	-	-	-	-	-
Ours (C+S) 2023.06	94.2	-	-	-	-	-
PointMLP 2022.08	94.1	-	-	-	-	-
I2P 2023.12	94.1	-	-	-	-	-
PointMLP 2024.02	94.1	-	-	-	-	-
PointNeXt 2022.08	94	-	-	-	-	-
P2P 2022.08	94	-	-	-	-	-
Point-M2AE 2023.12	94	-	-	-	-	-
Joint-MAE 2023.12	94	-	-	-	-	-
Point-M2AE 2023.06	94	-	-	-	-	-
Point-MAE 2022.08	93.8	-	-	-	-	-
Point-MAE 2023.12	93.8	-	-	-	-	-
MaskPoint 2023.06	93.8	-	-	-	-	-
Point-MAE 2023.06	93.8	-	-	-	-	-
CLoRA 2025.12	93.8	-	-	-	-	-
ACT 2023.12	93.7	-	-	-	-	-
Ours (C+S) 2023.06	93.7	-	-	-	-	-
PointMLP-elite 2022.08	93.6	-	-	-	-	-
Ours (S) 2023.06	93.6	-	-	-	-	-
CLoRA 2025.12	93.6	-	-	-	-	-
PointGST 2025.12	93.6	-	-	-	-	-
DAPT 2025.12	93.5	-	-	-	-	-
PointGST 2025.12	93.5	-	-	-	-	-
DAPT 2025.12	93.5	-	-	-	-	-
PCT-3L 2023.06	93.4	-	-	-	-	-
Point-M2AE 2023.06	93.4	-	-	-	-	-
Point-PEFT 2025.12	93.4	-	-	-	-	-
PointGST 2025.12	93.4	-	-	-	-	-
CLoRA 2025.12	93.4	-	-	-	-	-
IDPT 2025.12	93.4	-	-	-	-	-
PointLoRA 2025.12	93.4	-	-	-	-	-
IDPT 2025.12	93.3	-	-	-	-	-
Point-PEFT 2025.12	93.3	-	-	-	-	-
PointLoRA 2025.12	93.3	-	-	-	-	-
Point-PEFT 2025.12	93.3	-	-	-	-	-
Point-BERT 2022.08	93.2	-	-	-	-	-
Point-BERT 2023.06	93.2	-	-	-	-	-
Point-MAE 2023.06	93.2	-	-	-	-	-
PCT-2L 2023.06	93.2	-	-	-	-	-
Full 2025.12	93.2	-	-	-	-	-
PointLoRA 2025.12	93.2	-	-	-	-	-
FG-Net 2020.12	93.1	0.0561	-	-	-	-
P2P 2022.08	93.1	-	-	-	-	-
BiXT 2024.02	93.1	-	-	-	-	-
DAPT 2025.12	93.1	-	-	-	-	-
DGCNN-OCCo 2022.08	93	-	-	-	-	-
KPConv 2020.11	92.9	-	-	-	-	-
KPConv 2022.08	92.9	-	-	-	-	-
DGCNN 2022.08	92.9	-	-	-	-	-
DGCNN 2025.12	92.9	0.2419	-	88.9	1	-
DGCNN 2025.12	92.9	1.1218	-	88.9	5.6	-
DGCNN 2025.12	92.9	0.1188	-	88.9	0.2	-
DGCNN 2025.12	92.9	0.1239	-	88.9	0.3	-
Point Transformer 2020.11	92.8	-	-	-	-	-
Point-BERT 2023.06	92.7	-	-	-	-	-
Full 2025.12	92.7	-	-	-	-	-
Point2Sequence 2020.11	92.6	-	-	-	-	-
IDPT 2025.12	92.6	-	-	-	-	-
[10] 2025.12	92.6	0.1076	-	90.6	0.4	-
[10] 2025.12	92.6	0.8511	-	90.6	4.3	-
BiXT 2024.02	92.5	-	-	-	-	-
Full 2025.12	92.5	-	-	-	-	-
PointCNN 2020.11	92.2	-	-	-	-	-
HGNAS 2025.12	92.1	0.0883	-	88.5	0.2	-
Branchy 2025.12	92	0.1402	-	-	0.6	-
PointNet++ 2021.03	91.9	-	-	-	-	-
PointNet++ 2020.11	91.9	-	-	-	-	-
PAT 2020.11	91.7	-	-	-	-	-
PWaveP 2026.02	91.06	-	-	-	-	-
APES 2025.04	90.81	-	-	-	-	-
PointNet++ 2022.08	90.7	-	-	-	-	-
PointNet++ 2024.02	90.7	-	-	-	-	-
SAMBLE 2025.04	90.58	-	-	-	-	-
PointNet++ 2024.10	90.55	-	-	-	-	-
SpiderCNN 2020.11	90.5	-	-	-	-	-
Set Transformer 2020.11	90.4	-	-	-	-	-
APES 2025.04	90.4	-	-	-	-	-
Deep Sets 2020.11	90.3	-	-	-	-	-
SAMBLE 2025.04	90.18	-	-	-	-	-
SAMBLE 2025.04	90.02	-	-	-	-	-
LighTN 2025.04	89.91	-	-	-	-	-
APES 2025.04	89.81	-	-	-	-	-
SAMBLE 2025.04	89.81	-	-	-	-	-
ShapeContextNet 2020.11	89.8	-	-	-	-	-
APES 2025.04	89.77	-	-	-	-	-
BiXT (naïve) 2024.02	89.6	-	-	-	-	-
APES 2025.04	89.57	-	-	-	-	-
DGCNN 2024.10	89.51	-	-	-	-	-
SAMBLE 2025.04	89.45	-	-	-	-	-
PointNet 2020.11	89.2	-	-	-	-	-
PointNet 2024.02	89.2	-	-	-	-	-
DA-Net 2025.04	89.01	-	-	-	-	-
PointConv 2024.10	88.9	-	-	-	-	-
PointCVAR 2026.02	88.57	-	-	-	-	-
APES 2025.04	88.56	-	-	-	-	-
FPS 2025.04	88.34	-	-	-	-	-
LighTN 2025.04	88.21	-	-	-	-	-
SampleNet 2025.04	88.16	-	-	-	-	-

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