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10-shot image generation
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S3DIS
10-shot image generation on S3DIS
Metric: oAcc (higher is better)
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Date (oldest first)
Model name (A→Z)
#
Model
↕
oAcc
▼
Extra Data
Paper
Date
↕
Code
1
Sonata + PTv3
93.3
Yes
Sonata: Self-Supervised Learning of Reliable Poi...
2025-03-20
Code
2
PTv3 + PPT
92.6
Yes
Point Transformer V3: Simpler, Faster, Stronger
2023-12-15
Code
3
PonderV2 + SparseUNet
92.5
Yes
PonderV2: Pave the Way for 3D Foundation Model w...
2023-10-12
Code
4
Swin3D-L
92.4
Yes
Swin3D: A Pretrained Transformer Backbone for 3D...
2023-04-14
Code
5
PPT + SparseUNet
92.2
Yes
Towards Large-scale 3D Representation Learning w...
2023-08-18
Code
6
PointVector-XL
91.9
No
PointVector: A Vector Representation In Point Cl...
2022-05-21
Code
7
WindowNorm+StratifiedTransformer
91.7
No
Window Normalization: Enhancing Point Cloud Unde...
2022-12-05
Code
8
PointMetaBase-XXL
91.3
No
Meta Architecture for Point Cloud Analysis
2022-11-26
Code
9
RepSurf-U
90.8
No
Surface Representation for Point Clouds
2022-05-11
Code
10
Superpoint Transformer
90.4
No
Efficient 3D Semantic Segmentation with Superpoi...
2023-06-13
Code
11
PointNeXt-XL
90.3
No
PointNeXt: Revisiting PointNet++ with Improved T...
2022-06-09
Code
12
WindowNorm+PointTransformer
90.2
No
Window Normalization: Enhancing Point Cloud Unde...
2022-12-05
Code
13
PointTransformer
90.2
No
Point Transformer
2020-12-16
Code
14
DeepViewAgg
90.1
No
Learning Multi-View Aggregation In the Wild for ...
2022-04-15
Code
15
PointNeXt-L
89.9
No
PointNeXt: Revisiting PointNet++ with Improved T...
2022-06-09
Code
16
CBL
89.6
No
Contrastive Boundary Learning for Point Cloud Se...
2022-03-10
Code
17
BAAF-Net
88.9
No
Semantic Segmentation for Real Point Cloud Scene...
2021-03-12
Code
18
PointASNL
88.8
No
PointASNL: Robust Point Clouds Processing using ...
2020-03-01
Code
19
ConvPoint
88.8
No
ConvPoint: Continuous Convolutions for Point Clo...
2019-04-04
Code
20
JSNet
88.7
No
JSNet: Joint Instance and Semantic Segmentation ...
2019-12-20
Code
21
MuGNet
88.5
No
Multi-Resolution Graph Neural Network for Large-...
2020-09-18
Code
22
SCF-Net
88.4
No
-
-
Code
23
Feature Geometric Net (FG-Net)
88.2
No
FG-Net: Fast Large-Scale LiDAR Point Clouds Unde...
2020-12-17
Code
24
PointCNN
88.1
No
A-CNN: Annularly Convolutional Neural Networks o...
2019-04-16
Code
25
SSP+SPG
87.9
No
Point Cloud Oversegmentation with Graph-Structur...
2019-04-03
Code
26
PointWeb
87.3
No
-
-
Code
27
A-CNN
87.3
No
A-CNN: Annularly Convolutional Neural Networks o...
2019-04-16
Code
28
RandLA-Net
87.1
No
RandLA-Net: Efficient Semantic Segmentation of L...
2019-11-25
Code
29
3P-RNN
86.9
No
A-CNN: Annularly Convolutional Neural Networks o...
2019-04-16
Code
30
DeepGCN
85.9
No
DeepGCNs: Making GCNs Go as Deep as CNNs
2019-10-15
Code
31
SPG
85.5
No
Large-scale Point Cloud Semantic Segmentation wi...
2017-11-27
Code
32
SPGraph
85.5
No
A-CNN: Annularly Convolutional Neural Networks o...
2019-04-16
Code
33
Point-PlaneNet
83.9
No
-
-
Code
34
PointNet
78.5
No
A-CNN: Annularly Convolutional Neural Networks o...
2019-04-16
Code
#1
Sonata + PTv3
SOTA
93.3
oAcc
· Extra Data
· 2025-03-20
Sonata: Self-Supervised Learning of Reliable Point Representations
Code
#2
PTv3 + PPT
SOTA
92.6
oAcc
· Extra Data
· 2023-12-15
Point Transformer V3: Simpler, Faster, Stronger
Code
#3
PonderV2 + SparseUNet
SOTA
92.5
oAcc
· Extra Data
· 2023-10-12
PonderV2: Pave the Way for 3D Foundation Model with A Universal Pre-training Paradigm
Code
#4
Swin3D-L
SOTA
92.4
oAcc
· Extra Data
· 2023-04-14
Swin3D: A Pretrained Transformer Backbone for 3D Indoor Scene Understanding
Code
#5
PPT + SparseUNet
92.2
oAcc
· Extra Data
· 2023-08-18
Towards Large-scale 3D Representation Learning with Multi-dataset Point Prompt Training
Code
#6
PointVector-XL
SOTA
91.9
oAcc
· 2022-05-21
PointVector: A Vector Representation In Point Cloud Analysis
Code
#7
WindowNorm+StratifiedTransformer
91.7
oAcc
· 2022-12-05
Window Normalization: Enhancing Point Cloud Understanding by Unifying Inconsistent Point Densities
Code
#8
PointMetaBase-XXL
91.3
oAcc
· 2022-11-26
Meta Architecture for Point Cloud Analysis
Code
#9
RepSurf-U
SOTA
90.8
oAcc
· 2022-05-11
Surface Representation for Point Clouds
Code
#10
Superpoint Transformer
90.4
oAcc
· 2023-06-13
Efficient 3D Semantic Segmentation with Superpoint Transformer
Code
#11
PointNeXt-XL
90.3
oAcc
· 2022-06-09
PointNeXt: Revisiting PointNet++ with Improved Training and Scaling Strategies
Code
#12
WindowNorm+PointTransformer
90.2
oAcc
· 2022-12-05
Window Normalization: Enhancing Point Cloud Understanding by Unifying Inconsistent Point Densities
Code
#13
PointTransformer
SOTA
90.2
oAcc
· 2020-12-16
Point Transformer
Code
#14
DeepViewAgg
90.1
oAcc
· 2022-04-15
Learning Multi-View Aggregation In the Wild for Large-Scale 3D Semantic Segmentation
Code
#15
PointNeXt-L
89.9
oAcc
· 2022-06-09
PointNeXt: Revisiting PointNet++ with Improved Training and Scaling Strategies
Code
#16
CBL
89.6
oAcc
· 2022-03-10
Contrastive Boundary Learning for Point Cloud Segmentation
Code
#17
BAAF-Net
88.9
oAcc
· 2021-03-12
Semantic Segmentation for Real Point Cloud Scenes via Bilateral Augmentation and Adaptive Fusion
Code
#18
PointASNL
88.8
oAcc
· 2020-03-01
PointASNL: Robust Point Clouds Processing using Nonlocal Neural Networks with Adaptive Sampling
Code
#19
ConvPoint
SOTA
88.8
oAcc
· 2019-04-04
ConvPoint: Continuous Convolutions for Point Cloud Processing
Code
#20
JSNet
88.7
oAcc
· 2019-12-20
JSNet: Joint Instance and Semantic Segmentation of 3D Point Clouds
Code
#21
MuGNet
88.5
oAcc
· 2020-09-18
Multi-Resolution Graph Neural Network for Large-Scale Pointcloud Segmentation
Code
#22
SCF-Net
88.4
oAcc
No paper
Code
#23
Feature Geometric Net (FG-Net)
88.2
oAcc
· 2020-12-17
FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware Modelling
Code
#24
PointCNN
88.1
oAcc
· 2019-04-16
A-CNN: Annularly Convolutional Neural Networks on Point Clouds
Code
#25
SSP+SPG
SOTA
87.9
oAcc
· 2019-04-03
Point Cloud Oversegmentation with Graph-Structured Deep Metric Learning
Code
#26
PointWeb
87.3
oAcc
No paper
Code
#27
A-CNN
87.3
oAcc
· 2019-04-16
A-CNN: Annularly Convolutional Neural Networks on Point Clouds
Code
#28
RandLA-Net
87.1
oAcc
· 2019-11-25
RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds
Code
#29
3P-RNN
86.9
oAcc
· 2019-04-16
A-CNN: Annularly Convolutional Neural Networks on Point Clouds
Code
#30
DeepGCN
85.9
oAcc
· 2019-10-15
DeepGCNs: Making GCNs Go as Deep as CNNs
Code
#31
SPG
SOTA
85.5
oAcc
· 2017-11-27
Large-scale Point Cloud Semantic Segmentation with Superpoint Graphs
Code
#32
SPGraph
85.5
oAcc
· 2019-04-16
A-CNN: Annularly Convolutional Neural Networks on Point Clouds
Code
#33
Point-PlaneNet
83.9
oAcc
No paper
Code
#34
PointNet
78.5
oAcc
· 2019-04-16
A-CNN: Annularly Convolutional Neural Networks on Point Clouds
Code