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Computer Vision
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3D Point Cloud Linear Classification
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ModelNet40
3D Point Cloud Linear Classification on ModelNet40
Metric: Overall Accuracy (higher is better)
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#
Model
↕
Overall Accuracy
▼
Extra Data
Paper
Date
↕
Code
1
ReCon++
93.6
No
ShapeLLM: Universal 3D Object Understanding for ...
2024-02-27
Code
2
I2P-MAE
93.4
Yes
Learning 3D Representations from 2D Pre-trained ...
2022-12-13
Code
3
ReCon
93.4
Yes
Contrast with Reconstruct: Contrastive 3D Repres...
2023-02-05
Code
4
Point-M2AE
92.9
Yes
Point-M2AE: Multi-scale Masked Autoencoders for ...
2022-05-28
Code
5
IAE (DGCNN)
92.1
Yes
Implicit Autoencoder for Point-Cloud Self-Superv...
2022-01-03
Code
6
AdaCrossNet
91.8
Yes
-
-
Code
7
CrossMoCo
91.49
No
-
-
Code
8
CrossPoint
91.2
Yes
CrossPoint: Self-Supervised Cross-Modal Contrast...
2022-03-01
Code
9
STRL
90.9
No
Spatio-temporal Self-Supervised Representation L...
2021-09-01
Code
10
PSG-Net
90.9
No
Progressive Seed Generation Auto-encoder for Uns...
2021-12-09
-
11
PointOE
90.7
No
Self-supervised Learning of Point Clouds via Ori...
2020-08-01
Code
12
Point-Jigsaw
90.6
No
Self-Supervised Deep Learning on Point Clouds by...
2019-01-24
-
13
MID-FC
90.3
No
Unsupervised 3D Learning for Shape Analysis via ...
2020-08-03
Code
14
VIP-GAN
90.2
No
View Inter-Prediction GAN: Unsupervised Represen...
2018-11-07
-
15
OcCo
89.2
No
Unsupervised Point Cloud Pre-Training via Occlus...
2020-10-02
Code
16
FoldingNet
88.4
No
FoldingNet: Point Cloud Auto-encoder via Deep Gr...
2017-12-19
Code
17
MAE-VAE
88.4
No
Multi-Angle Point Cloud-VAE: Unsupervised Featur...
2019-07-30
-
18
SO-Net
87.5
No
SO-Net: Self-Organizing Network for Point Cloud ...
2018-03-12
Code
19
3D-GAN
83.3
No
Learning a Probabilistic Latent Space of Object ...
2016-10-24
Code