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Shape Classification on ModelNet40

94.7Accuracy

MOST

Updated 1d ago

Evaluation Results

Method
MOST 2025.03	94.7	-	-	-	-	-	-	-
MOST 2025.03	94.7	-	-	-	-	-	-	-
PointMLP 2022.05	94.1	-	91.5	-	-	-	-	-
Point-MAE 2022.05	94	-	-	-	-	-	-	-
Simpleview 2022.05	93.9	-	91.8	-	-	-	-	-
GBNet 2022.05	93.8	-	91	-	-	-	-	-
MVTN 2022.05	93.8	-	92.2	-	-	-	-	-
CurveNet 2022.05	93.8	-	-	-	-	-	-	-
PointBERT 2022.05	93.8	-	-	-	-	-	-	-
PRA-Net 2022.05	93.7	-	91.2	-	-	-	-	-
RSMix 2022.10	93.5	-	-	-	-	-	-	-
PatchFormer 2022.10	93.5	-	-	-	-	-	-	-
PointStack 2022.05	93.3	-	89.6	-	-	-	-	-
PSNet 2022.10	93.3	-	-	-	-	-	-	-
EQ-Net 2022.10	93.2	-	-	-	-	-	-	-
DRNet 2022.05	93.1	-	-	-	-	-	-	-
DRNet 2022.10	93.1	-	-	-	-	-	-	-
InterpCNN 2022.10	93	-	-	-	-	-	-	-
MOST (Mamba3D) 2025.03	92.91	-	-	-	-	-	-	-
KPConv 2019.04	92.9	-	-	-	-	-	-	-
DGCNN 2022.05	92.9	-	90.2	-	-	-	-	-
KPConv 2022.05	92.9	-	-	-	-	-	-	-
KPConv 2022.10	92.9	-	-	-	-	-	-	-
RS-CNN 2022.10	92.9	-	-	-	-	-	-	-
PointANSL 2022.10	92.9	-	-	-	-	-	-	-
MOST (Transformer) 2025.03	92.83	-	-	-	-	-	-	-
Point Transformer2 2022.10	92.8	-	-	-	-	-	-	-
Point-TnT 2022.05	92.6	-	-	-	-	-	-	-
A-CNN 2022.10	92.6	-	-	-	-	-	-	-
P2Sequence 2022.10	92.6	-	-	-	-	-	-	-
ConvPoint 2019.04	92.5	-	89.6	-	-	-	-	-
PointCNN 2022.05	92.5	-	88.1	-	-	-	-	-
PointConv 2022.10	92.5	-	-	-	-	-	-	-
SpiderCNN 2022.05	92.4	-	-	-	-	-	-	-
SpiderCNN 2022.10	92.4	-	-	-	-	-	-	-
PCNN 2022.10	92.3	-	-	-	-	-	-	-
DGCNN 2019.04	92.2	-	90.2	-	-	-	-	-
PointCNN 2019.04	92.2	-	88.1	-	-	-	-	-
SpecGCN 2022.10	92.1	-	-	-	-	-	-	-
PointGrid 2022.10	92	-	-	-	-	-	-	-
PointNet++ 2017.06	91.9	-	-	-	-	-	-	-
PointNet++ 2022.10	91.9	-	-	-	-	-	-	-
ConvPoint 2019.04	91.8	-	88.5	-	-	-	-	-
Kd-Net 2022.10	91.8	-	-	-	-	-	-	-
Point Transformer 2022.10	91.7	-	-	-	-	-	-	-
SO-Net 2022.10	90.9	-	-	-	-	-	-	-
LCPFormer 2022.10	90.7	-	-	-	-	-	-	-
PointNet++ 2017.06	90.7	-	-	-	-	-	-	-
PointNet++ 2019.04	90.7	-	-	-	-	-	-	-
PointNet++ 2022.05	90.7	-	-	-	-	-	-	-
Point-PlaneNet 2022.10	90.5	-	-	-	-	-	-	-
Point2Sequence 2018.11	90.4	92.6	-	-	-	-	-	-
DGCNN 2022.10	90.2	-	-	-	-	-	-	-
DGCNN 2018.11	90.2	92.2	-	-	-	-	-	-
MVCNN 2017.06	90.1	-	-	-	-	-	-	-
MVCNN 2019.04	90.1	-	-	-	-	-	-	-
MVCNN 2022.10	90.1	-	-	-	-	-	-	-
PCT (w/o LCP) 2022.10	90	-	-	-	-	-	-	-
A-SCN 2022.10	89.8	-	-	-	-	-	-	-
PointWeb 2022.10	89.4	-	-	-	-	-	-	-
Subvolume 2017.06	89.2	-	-	-	-	-	-	-
PointNet 2017.06	89.2	-	-	-	-	-	-	-
Subvolume 2019.04	89.2	-	-	-	-	-	-	-
PointNet 2019.04	89.2	-	86.2	-	-	-	-	-
PointNet 2022.05	89.2	-	86	-	-	-	-	-
PointNet 2025.03	89.2	-	-	-	-	-	-	-
HOLA-PointBERT 2026.05	89	-	-	-	-	97.6	99	-
HOLA-PointBERT 2026.05	88.8	-	-	-	-	97.6	98.8	-
Kd-Net 2018.11	88.5	91.8	-	-	-	-	-	-
HOLA-PointBERT 2026.05	88.3	-	-	-	-	97.6	98.9	-
Uni3D † 2023.10	88.2	-	-	-	-	98.4	99.3	-
UNI3D-G 2026.05	88.2	-	-	-	-	98.4	99.3	-
PointCNN 2022.10	88.1	-	-	-	-	-	-	-
HOLA-PointBERT 2026.05	88.1	-	-	-	-	97.4	98.6	-
ShapeContextNet 2018.11	87.6	90	-	-	-	-	-	-
VIT-LENS-G 2026.05	87.6	-	-	-	-	96.6	98.4	-
HOLA-PointBERT 2026.05	87.5	-	-	-	-	97.4	98.7	-
SO-Net 2018.11	87.3	90.9	-	-	-	-	-	-
Uni3D 2023.10	87.3	-	-	-	-	98.1	99.2	-
RECON++-L 2026.05	87.3	-	-	-	-	95.4	96.1	-
PointNet (vanilla) 2017.06	87.2	-	-	-	-	-	-	-
Uni3D 2023.10	86.8	-	-	-	-	97.3	98.4	-
VIT-LENS-G 2026.05	86.8	-	-	-	-	96.8	97.8	-
UNI3D-G 2026.05	86.8	-	-	-	-	97.3	98.4	-
MixCon3D-PointBERT 2026.05	86.8	-	-	-	-	96.9	98.3	-
RECON++-B 2026.05	86.5	-	-	-	-	94.7	95.8	-
TAMM-PointBERT 2026.05	86.3	-	-	-	-	96.6	98.1	-
PointNet 2022.10	86.2	-	-	-	-	-	-	-
PointNet 2018.11	86.2	89.2	-	-	-	-	-	-
Subvolume 2022.10	86	-	-	-	-	-	-	-
OpenShape-PointBERT 2023.10	85.3	-	-	-	-	96.2	97.4	-
OpenShape-PointBERT 2026.05	85.3	-	-	-	-	96.2	97.4	-
TAMM-PointBERT 2026.05	85	-	-	-	-	96.6	98.1	-
OpenShape-PointBERT 2023.10	84.4	-	-	-	-	96.5	98	-
OpenShape-PointBERT 2026.05	84.4	-	-	-	-	96.5	98	-
OpenShape-SparseConv 2023.10	83.4	-	-	-	-	95.6	97.8	-
VoxNet 2022.10	83	-	-	-	-	-	-	-
OpenShape-SparseConv 2023.10	82.6	-	-	-	-	95	97.5	-
3DShapeNets 2022.10	77.3	-	-	-	-	-	-	-
ULIP-PointBERT 2023.10	75.1	-	-	-	-	88.1	93.2	-

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