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9.22k
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
MVTN+SimpleView++
https://ieeexplore.ieee.org/document/9874679
Overall Accuracy
84.8
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
DeltaConv
https://arxiv.org/abs/2111.08799v5
Overall Accuracy
84.7
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
RepSurf-U
https://arxiv.org/abs/2205.05740v2
Overall Accuracy
84.6
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
RepSurf-U
https://arxiv.org/abs/2205.05740v2
Number of params
1.48M
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
RepSurf-U
https://arxiv.org/abs/2205.05740v2
FLOPs
0.81G
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
APP-Net
https://arxiv.org/abs/2205.00847v2
Overall Accuracy
84.1
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
PointMLP-elite
https://arxiv.org/abs/2202.07123v2
Overall Accuracy
83.8
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
PointMLP-elite
https://arxiv.org/abs/2202.07123v2
Mean Accuracy
81.8
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
PointNet++ + SageMix
https://arxiv.org/abs/2210.06944v1
Overall Accuracy
83.7
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
DGCNN + SageMix
https://arxiv.org/abs/2210.06944v1
Overall Accuracy
83.6
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
Point-TnT
https://arxiv.org/abs/2204.03957v1
Overall Accuracy
83.5
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
Point-TnT
https://arxiv.org/abs/2204.03957v1
Mean Accuracy
81.0
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
Point-TnT
https://arxiv.org/abs/2204.03957v1
Number of params
3.9M
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
Point-TnT
https://arxiv.org/abs/2204.03957v1
FLOPs
1.19G
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
Point-BERT
https://arxiv.org/abs/2111.14819v2
Overall Accuracy
83.1
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
Point-BERT
https://arxiv.org/abs/2111.14819v2
OBJ-BG (OA)
87.43
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
Point-BERT
https://arxiv.org/abs/2111.14819v2
OBJ-ONLY (OA)
88.12
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
MVTN
https://arxiv.org/abs/2011.13244v3
Overall Accuracy
82.8
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
MVTN
https://arxiv.org/abs/2011.13244v3
OBJ-BG (OA)
92.6
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
MVTN
https://arxiv.org/abs/2011.13244v3
OBJ-ONLY (OA)
92.3
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
PRA-Net
https://arxiv.org/abs/2112.04903v1
Overall Accuracy
82.1
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
PRA-Net
https://arxiv.org/abs/2112.04903v1
Mean Accuracy
79.1
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
DynamicScale
https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9565556
Overall Accuracy
82.0
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
PatchAugment
https://openaccess.thecvf.com/content/ICCV2021W/DLGC/html/Sheshappanavar_PatchAugment_Local_Neighborhood_Augmentation_in_Point_Cloud_Classification_ICCVW_2021_paper.html
Overall Accuracy
81.0
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
PatchAugment
https://openaccess.thecvf.com/content/ICCV2021W/DLGC/html/Sheshappanavar_PatchAugment_Local_Neighborhood_Augmentation_in_Point_Cloud_Classification_ICCVW_2021_paper.html
Mean Accuracy
79.7
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
GBNet
https://arxiv.org/abs/1911.12885v5
Overall Accuracy
80.5
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
GBNet
https://arxiv.org/abs/1911.12885v5
Mean Accuracy
77.8
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
SimpleView
https://openreview.net/forum?id=XwATtbX3oCz
Overall Accuracy
80.5
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
DRNet
https://arxiv.org/abs/2005.06734v2
Overall Accuracy
80.3
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
DRNet
https://arxiv.org/abs/2005.06734v2
Mean Accuracy
78.0
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
PointCNN
http://arxiv.org/abs/1801.07791v5
Overall Accuracy
78.5
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
PointCNN
http://arxiv.org/abs/1801.07791v5
Mean Accuracy
75.1
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
PointCNN
http://arxiv.org/abs/1801.07791v5
OBJ-BG (OA)
86.1
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
PointCNN
http://arxiv.org/abs/1801.07791v5
OBJ-ONLY (OA)
85.5
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
DGCNN
https://arxiv.org/abs/1801.07829v2
Overall Accuracy
78.1
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
DGCNN
https://arxiv.org/abs/1801.07829v2
Mean Accuracy
73.6
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
DGCNN
https://arxiv.org/abs/1801.07829v2
OBJ-BG (OA)
82.8
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
DGCNN
https://arxiv.org/abs/1801.07829v2
OBJ-ONLY (OA)
86.2
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
PointNet++
http://arxiv.org/abs/1706.02413v1
Overall Accuracy
77.9
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
PointNet++
http://arxiv.org/abs/1706.02413v1
Mean Accuracy
75.4
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
PointNet++
http://arxiv.org/abs/1706.02413v1
OBJ-BG (OA)
82.3
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
PointNet++
http://arxiv.org/abs/1706.02413v1
OBJ-ONLY (OA)
84.3
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
SpiderCNN
http://arxiv.org/abs/1803.11527v3
Overall Accuracy
73.7
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
SpiderCNN
http://arxiv.org/abs/1803.11527v3
Mean Accuracy
69.8
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
PointNet
http://arxiv.org/abs/1612.00593v2
Overall Accuracy
68.2
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
PointNet
http://arxiv.org/abs/1612.00593v2
Mean Accuracy
63.4
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
ExpPoint-MAE
https://arxiv.org/abs/2306.10798v3
OBJ-BG (OA)
90.88
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ScanObjectNN
ExpPoint-MAE
https://arxiv.org/abs/2306.10798v3
OBJ-ONLY (OA)
90.02
3D Point Cloud Reconstruction > 3D Point Cloud Classification
IntrA
3DMedPT
https://arxiv.org/abs/2112.04863v2
F1 score (5-fold)
0.936
3D Point Cloud Reconstruction > 3D Point Cloud Classification
IntrA
PCT
https://arxiv.org/abs/2012.09688v4
F1 score (5-fold)
0.914
3D Point Cloud Reconstruction > 3D Point Cloud Classification
IntrA
PAConv
https://arxiv.org/abs/2103.14635v2
F1 score (5-fold)
0.906
3D Point Cloud Reconstruction > 3D Point Cloud Classification
IntrA
PointNet++
http://arxiv.org/abs/1706.02413v1
F1 score (5-fold)
0.903
3D Point Cloud Reconstruction > 3D Point Cloud Classification
IntrA
PointConv
https://arxiv.org/abs/1811.07246v3
F1 score (5-fold)
0.883
3D Point Cloud Reconstruction > 3D Point Cloud Classification
IntrA
PointCNN
http://papers.nips.cc/paper/7362-pointcnn-convolution-on-x-transformed-points
F1 score (5-fold)
0.875
3D Point Cloud Reconstruction > 3D Point Cloud Classification
IntrA
SpiderCNN
http://arxiv.org/abs/1803.11527v3
F1 score (5-fold)
0.872
3D Point Cloud Reconstruction > 3D Point Cloud Classification
IntrA
GS-Net
https://arxiv.org/abs/1912.10644v1
F1 score (5-fold)
0.872
3D Point Cloud Reconstruction > 3D Point Cloud Classification
IntrA
SO-Net
http://arxiv.org/abs/1803.04249v4
F1 score (5-fold)
0.868
3D Point Cloud Reconstruction > 3D Point Cloud Classification
IntrA
AdaptConv
https://arxiv.org/abs/2108.08035v2
F1 score (5-fold)
0.858
3D Point Cloud Reconstruction > 3D Point Cloud Classification
IntrA
DGCNN
https://arxiv.org/abs/1801.07829v2
F1 score (5-fold)
0.738
3D Point Cloud Reconstruction > 3D Point Cloud Classification
IntrA
PointNet
http://arxiv.org/abs/1612.00593v2
F1 score (5-fold)
0.684
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PointGST
https://arxiv.org/abs/2410.08114v1
Overall Accuracy
95.3
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
Mamba3D + Point-MAE
https://arxiv.org/abs/2404.14966v2
Overall Accuracy
95.1
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
Mamba3D + Point-MAE
https://arxiv.org/abs/2404.14966v2
Number of params
16.9M
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
Mamba3D + Point-MAE
https://arxiv.org/abs/2404.14966v2
FLOPs
3.9G
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
ReCon++
https://arxiv.org/abs/2402.17766v3
Overall Accuracy
95.0
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PointGPT
null
Overall Accuracy
94.9
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
point2vec
https://arxiv.org/abs/2303.16570v2
Overall Accuracy
94.8
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
point2vec
https://arxiv.org/abs/2303.16570v2
Mean Accuracy
92.0
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
ULIP + PointMLP
https://arxiv.org/abs/2212.05171v4
Overall Accuracy
94.7
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
ULIP + PointMLP
https://arxiv.org/abs/2212.05171v4
Mean Accuracy
92.4
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
ReCon
https://arxiv.org/abs/2302.02318v2
Overall Accuracy
94.7
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
AsymDSD-B* (no voting)
https://arxiv.org/abs/2506.21724v1
Overall Accuracy
94.7
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
RepSurf-U
https://arxiv.org/abs/2205.05740v2
Overall Accuracy
94.7
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
RepSurf-U
https://arxiv.org/abs/2205.05740v2
Number of params
1.48M
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
RepSurf-U
https://arxiv.org/abs/2205.05740v2
FLOPs
0.81G
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PointMLP+HyCoRe
https://arxiv.org/abs/2209.10318v1
Overall Accuracy
94.5
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PointMLP+HyCoRe
https://arxiv.org/abs/2209.10318v1
Mean Accuracy
91.9
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PointMLP
https://arxiv.org/abs/2202.07123v2
Overall Accuracy
94.5
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PointMLP
https://arxiv.org/abs/2202.07123v2
Mean Accuracy
91.4
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
Point-FEMAE
https://arxiv.org/abs/2312.10726v1
Overall Accuracy
94.5
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
OTMae3D
https://ieeexplore.ieee.org/document/10815033
Overall Accuracy
94.5
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PointNet2+PointCMT
https://arxiv.org/abs/2210.04208v1
Overall Accuracy
94.4
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PointNet2+PointCMT
https://arxiv.org/abs/2210.04208v1
Mean Accuracy
91.2
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PointNet2+PointCMT
https://arxiv.org/abs/2210.04208v1
Number of params
1.62M
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
IDPT
https://arxiv.org/abs/2304.07221v2
Overall Accuracy
94.4
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
OTMae3D (w/o Voting)
https://ieeexplore.ieee.org/document/10815033
Overall Accuracy
94.3
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
IAE + DGCNN
https://arxiv.org/abs/2201.00785v5
Overall Accuracy
94.2
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
IAE + DGCNN
https://arxiv.org/abs/2201.00785v5
Mean Accuracy
91.6
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PTv2
https://arxiv.org/abs/2210.05666v2
Overall Accuracy
94.2
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PTv2
https://arxiv.org/abs/2210.05666v2
Mean Accuracy
91.6
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
CurveNet
https://arxiv.org/abs/2105.01288v2
Overall Accuracy
94.2
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
ExpPoint-MAE
https://arxiv.org/abs/2306.10798v3
Overall Accuracy
94.2
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PCP-MAE
https://arxiv.org/abs/2408.08753v2
Overall Accuracy
94.2
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
RPNet
https://arxiv.org/abs/2108.12468v1
Overall Accuracy
94.1
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
ULIP + PointBERT
https://arxiv.org/abs/2212.05171v4
Overall Accuracy
94.1
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
Point-RAE
https://arxiv.org/abs/2310.03670v1
Overall Accuracy
94.1
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
Point-JEPA (voting)
https://arxiv.org/abs/2404.16432v5
Overall Accuracy
94.1±0.1
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
DeLA
https://arxiv.org/abs/2308.16532v1
Overall Accuracy
94.0
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
DeLA
https://arxiv.org/abs/2308.16532v1
Mean Accuracy
92.2
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
DeLA
https://arxiv.org/abs/2308.16532v1
Number of params
5.3M