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9.22k
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
Point-PlaneNet
https://www.sciencedirect.com/science/article/abs/pii/S1051200419301873
Mean Accuracy
90.5
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
SpecGCN
http://arxiv.org/abs/1803.05827v1
Overall Accuracy
92.1
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
DynamicScale
https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9565556
Overall Accuracy
92.1
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PointGrid
http://openaccess.thecvf.com/content_cvpr_2018/html/Le_PointGrid_A_Deep_CVPR_2018_paper.html
Overall Accuracy
92.0
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
Kd-Net
http://arxiv.org/abs/1704.01222v2
Overall Accuracy
91.8
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
G3DNet-18 MLP, Fine-Tuned, Vote
https://ieeexplore.ieee.org/abstract/document/8354322
Overall Accuracy
91.7
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
3DMFV-Net
http://arxiv.org/abs/1711.08241v1
Overall Accuracy
91.6
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
CrossMoCo
https://ieeexplore.ieee.org/abstract/document/10229841
Overall Accuracy
91.49
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
SO-Net
http://arxiv.org/abs/1803.04249v4
Overall Accuracy
90.9
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PointNet++
http://arxiv.org/abs/1706.02413v1
Overall Accuracy
90.7
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PointNet++
http://arxiv.org/abs/1706.02413v1
Number of params
1.74M
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
Kd-net
http://arxiv.org/abs/1704.01222v2
Overall Accuracy
90.6
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PointNet + SageMix
https://arxiv.org/abs/2210.06944v1
Overall Accuracy
90.3
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
MVCNN
http://arxiv.org/abs/1505.00880v3
Overall Accuracy
90.1
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PointNet
http://arxiv.org/abs/1612.00593v2
Overall Accuracy
89.2
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PointNet
http://arxiv.org/abs/1612.00593v2
Mean Accuracy
86.0
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
PointNet
http://arxiv.org/abs/1612.00593v2
Number of params
3.47M
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
Subvolume
http://arxiv.org/abs/1604.03265v2
Overall Accuracy
89.2
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
ECC
http://arxiv.org/abs/1704.02901v3
Overall Accuracy
87.4
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
ECC
http://arxiv.org/abs/1704.02901v3
Mean Accuracy
83.2
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
VRN (multiple views)
http://arxiv.org/abs/1608.04236v2
Mean Accuracy
91.33
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
VRN (single view)
http://arxiv.org/abs/1608.04236v2
Mean Accuracy
88.98
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
3DShapeNets
http://arxiv.org/abs/1406.5670v3
Mean Accuracy
77.3
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40
Perceiver
https://arxiv.org/abs/2103.03206v2
Mean Accuracy
14.3
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40-C
OmniVec2
http://openaccess.thecvf.com//content/CVPR2024/html/Srivastava_OmniVec2_-_A_Novel_Transformer_based_Network_for_Large_Scale_CVPR_2024_paper.html
Error Rate
0.142
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40-C
OmniVec
https://arxiv.org/abs/2311.05709v1
Error Rate
0.156
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40-C
PCT+PointCutMix-R
https://arxiv.org/abs/2201.12296v1
Error Rate
0.163
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40-C
PCT+RSMix
https://arxiv.org/abs/2102.01929v3
Error Rate
0.173
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40-C
DGCNN+PointCutMix-R
https://arxiv.org/abs/2101.01461v2
Error Rate
0.173
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40-C
PointNet++/+PointCutMix-R
https://arxiv.org/abs/2101.01461v2
Error Rate
0.191
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40-C
PointNet++/+PointMixup
https://arxiv.org/abs/2008.06374v1
Error Rate
0.193
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40-C
PointNet++
http://arxiv.org/abs/1706.02413v1
Error Rate
0.236
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40-C
PCT
https://arxiv.org/abs/2012.09688v4
Error Rate
0.255
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40-C
DGCNN
https://arxiv.org/abs/1801.07829v2
Error Rate
0.259
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40-C
RSCNN
https://arxiv.org/abs/1904.07601v3
Error Rate
0.262
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40-C
SimpleView
https://openreview.net/forum?id=XwATtbX3oCz
Error Rate
0.271
3D Point Cloud Reconstruction > 3D Point Cloud Classification
ModelNet40-C
PointNet
http://arxiv.org/abs/1612.00593v2
Error Rate
0.283
3D Point Cloud Reconstruction > 3D Point Cloud Classification
Sydney Urban Objects
ECC
http://arxiv.org/abs/1704.02901v3
F1
78.4
3D Point Cloud Reconstruction > 3D Point Cloud Classification
Sydney Urban Objects
ORION
http://arxiv.org/abs/1604.03351v2
F1
77.8
3D Point Cloud Reconstruction > 3D Point Cloud Classification
Sydney Urban Objects
G3DNet-18 MLP Fine-Tuned, Vote
https://ieeexplore.ieee.org/abstract/document/8354322
F1
72.7
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification
ModelNet10
PolyNet
https://arxiv.org/abs/2110.07882v1
Accuracy
94.93
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification
ModelNet10
ORION
http://arxiv.org/abs/1604.03351v2
Accuracy
93.8
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification
ModelNet10
G3DNet-18 SVM, Fine-Tuned, Vote
https://ieeexplore.ieee.org/abstract/document/8354322
Accuracy
93.1
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification
ModelNet10
ECC (12 votes)
http://arxiv.org/abs/1704.02901v3
Accuracy
90
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification
Remote Flash LiDAR Vehicles Dataset
YOLO-X
https://doi.org/10.1117/12.3013726
mean average precision
0.9858
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification
3R-Scan
SceneGraphFusion
https://arxiv.org/abs/2103.14898v3
Top-5 Accuracy
0.7
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification
3R-Scan
SceneGraphFusion
https://arxiv.org/abs/2103.14898v3
Top-10 Accuracy
0.8
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification
3R-Scan
3DSSG [Wald2020_3dssg]
https://arxiv.org/abs/2103.14898v3
Top-5 Accuracy
0.68
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification
3R-Scan
3DSSG [Wald2020_3dssg]
https://arxiv.org/abs/2103.14898v3
Top-10 Accuracy
0.78
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification
ModelNet40
Ours
https://arxiv.org/abs/2304.14124v1
Classification Accuracy
93.6
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification
ModelNet40
G3DNet-18 MLP, Fine-Tuned, Vote
https://ieeexplore.ieee.org/abstract/document/8354322
Classification Accuracy
91.7
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification
ModelNet40
CrossMoCo
https://ieeexplore.ieee.org/abstract/document/10229841
Classification Accuracy
91.49
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification
ModelNet40
O-CNN(6)
http://arxiv.org/abs/1712.01537v1
Classification Accuracy
89.9
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification
ModelNet40
3D-PointCapsNet
https://arxiv.org/abs/1812.10775v2
Classification Accuracy
89.3
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification
ModelNet40
Spherical Kernel
https://arxiv.org/abs/1909.09287v2
Classification Accuracy
89.3
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification
ModelNet40
ECC (12 votes)
http://arxiv.org/abs/1704.02901v3
Classification Accuracy
83.2
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
Objaverse
MiniGPT-3D
https://arxiv.org/abs/2405.01413v1
Objaverse (I)
60.00
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
Objaverse
MiniGPT-3D
https://arxiv.org/abs/2405.01413v1
Objaverse (Average)
60.25
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
Objaverse
MiniGPT-3D
https://arxiv.org/abs/2405.01413v1
Objaverse (C)
60.50
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
Objaverse
ShapeLLM-7B
https://arxiv.org/abs/2402.17766v3
Objaverse (Average)
54.50
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
Objaverse
PointLLM-13B v1.2
https://arxiv.org/abs/2308.16911v3
Objaverse (I)
56.50
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
Objaverse
PointLLM-13B v1.2
https://arxiv.org/abs/2308.16911v3
Objaverse (Average)
54.00
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
Objaverse
PointLLM-13B v1.2
https://arxiv.org/abs/2308.16911v3
Objaverse (C)
51.50
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
Objaverse
ShapeLLM-13B
https://arxiv.org/abs/2402.17766v3
Objaverse (Average)
54.00
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
Objaverse
PointLLM-7B v1.2
https://arxiv.org/abs/2308.16911v3
Objaverse (I)
55.00
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
Objaverse
PointLLM-7B v1.2
https://arxiv.org/abs/2308.16911v3
Objaverse (Average)
53.00
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
Objaverse
PointLLM-7B v1.2
https://arxiv.org/abs/2308.16911v3
Objaverse (C)
51.00
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
Objaverse
3D-LLM
https://arxiv.org/abs/2307.12981v1
Objaverse (I)
49.00
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
Objaverse
3D-LLM
https://arxiv.org/abs/2307.12981v1
Objaverse (Average)
45.25
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
Objaverse
3D-LLM
https://arxiv.org/abs/2307.12981v1
Objaverse (C)
41.50
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
Objaverse
Point-Bind LLM
https://arxiv.org/abs/2309.00615v1
Objaverse (I)
6.00
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
Objaverse
Point-Bind LLM
https://arxiv.org/abs/2309.00615v1
Objaverse (Average)
5.25
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
Objaverse
Point-Bind LLM
https://arxiv.org/abs/2309.00615v1
Objaverse (C)
4.50
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
ModelNet40
MiniGPT-3D
https://arxiv.org/abs/2405.01413v1
ModelNet40 (Average)
60.86
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
ModelNet40
MiniGPT-3D
https://arxiv.org/abs/2405.01413v1
ModelNet40 (I)
61.75
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
ModelNet40
MiniGPT-3D
https://arxiv.org/abs/2405.01413v1
ModelNet40 (C)
59.97
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
ModelNet40
ShapeLLM-7B
https://arxiv.org/abs/2402.17766v3
ModelNet40 (Average)
53.08
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
ModelNet40
ShapeLLM-13B
https://arxiv.org/abs/2402.17766v3
ModelNet40 (Average)
52.96
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
ModelNet40
PointLLM-13B v1.2
https://arxiv.org/abs/2308.16911v3
ModelNet40 (Average)
52.78
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
ModelNet40
PointLLM-13B v1.2
https://arxiv.org/abs/2308.16911v3
ModelNet40 (I)
53.00
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
ModelNet40
PointLLM-13B v1.2
https://arxiv.org/abs/2308.16911v3
ModelNet40 (C)
52.55
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
ModelNet40
PointLLM-7B v1.2
https://arxiv.org/abs/2308.16911v3
ModelNet40 (Average)
52.63
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
ModelNet40
PointLLM-7B v1.2
https://arxiv.org/abs/2308.16911v3
ModelNet40 (I)
53.44
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
ModelNet40
PointLLM-7B v1.2
https://arxiv.org/abs/2308.16911v3
ModelNet40 (C)
51.82
3D Point Cloud Reconstruction > 3D Point Cloud Classification > 3D Object Classification > Generative 3D Object Classification
ModelNet40
Point-Bind LLM
https://arxiv.org/abs/2309.00615v1
ModelNet40 (Average)
45.81
3D Point Cloud Reconstruction > 3D Point Cloud Classification > Few-Shot 3D Point Cloud Classification
ModelNet40 10-way (20-shot)
ReCon++
https://arxiv.org/abs/2402.17766v3
Overall Accuracy
96.5
3D Point Cloud Reconstruction > 3D Point Cloud Classification > Few-Shot 3D Point Cloud Classification
ModelNet40 10-way (20-shot)
ReCon++
https://arxiv.org/abs/2402.17766v3
Standard Deviation
3.0
3D Point Cloud Reconstruction > 3D Point Cloud Classification > Few-Shot 3D Point Cloud Classification
ModelNet40 10-way (20-shot)
Point-JEPA
https://arxiv.org/abs/2404.16432v5
Overall Accuracy
96.4
3D Point Cloud Reconstruction > 3D Point Cloud Classification > Few-Shot 3D Point Cloud Classification
ModelNet40 10-way (20-shot)
Point-JEPA
https://arxiv.org/abs/2404.16432v5
Standard Deviation
2.7
3D Point Cloud Reconstruction > 3D Point Cloud Classification > Few-Shot 3D Point Cloud Classification
ModelNet40 10-way (20-shot)
3D-JEPA
https://arxiv.org/abs/2409.15803v1
Overall Accuracy
96.3
3D Point Cloud Reconstruction > 3D Point Cloud Classification > Few-Shot 3D Point Cloud Classification
ModelNet40 10-way (20-shot)
3D-JEPA
https://arxiv.org/abs/2409.15803v1
Standard Deviation
2.4
3D Point Cloud Reconstruction > 3D Point Cloud Classification > Few-Shot 3D Point Cloud Classification
ModelNet40 10-way (20-shot)
PointGPT
https://arxiv.org/abs/2305.11487v2
Overall Accuracy
96.1
3D Point Cloud Reconstruction > 3D Point Cloud Classification > Few-Shot 3D Point Cloud Classification
ModelNet40 10-way (20-shot)
PointGPT
https://arxiv.org/abs/2305.11487v2
Standard Deviation
2.8
3D Point Cloud Reconstruction > 3D Point Cloud Classification > Few-Shot 3D Point Cloud Classification
ModelNet40 10-way (20-shot)
PCP-MAE
https://arxiv.org/abs/2408.08753v2
Overall Accuracy
95.9
3D Point Cloud Reconstruction > 3D Point Cloud Classification > Few-Shot 3D Point Cloud Classification
ModelNet40 10-way (20-shot)
PCP-MAE
https://arxiv.org/abs/2408.08753v2
Standard Deviation
2.7
3D Point Cloud Reconstruction > 3D Point Cloud Classification > Few-Shot 3D Point Cloud Classification
ModelNet40 10-way (20-shot)
ReCon
https://arxiv.org/abs/2302.02318v2
Overall Accuracy
95.8
3D Point Cloud Reconstruction > 3D Point Cloud Classification > Few-Shot 3D Point Cloud Classification
ModelNet40 10-way (20-shot)
ReCon
https://arxiv.org/abs/2302.02318v2
Standard Deviation
3.0
3D Point Cloud Reconstruction > 3D Point Cloud Classification > Few-Shot 3D Point Cloud Classification
ModelNet40 10-way (20-shot)
Point-RAE
https://arxiv.org/abs/2310.03670v1
Overall Accuracy
95.8
3D Point Cloud Reconstruction > 3D Point Cloud Classification > Few-Shot 3D Point Cloud Classification
ModelNet40 10-way (20-shot)
Point-RAE
https://arxiv.org/abs/2310.03670v1
Standard Deviation
3.0
3D Point Cloud Reconstruction > 3D Point Cloud Classification > Few-Shot 3D Point Cloud Classification
ModelNet40 10-way (20-shot)
point2vec
https://arxiv.org/abs/2303.16570v2
Overall Accuracy
95.8