ML Research Wiki / Benchmarks / 3D Semantic Segmentation / PartNet

PartNet

3D Semantic Segmentation Benchmark

Performance Over Time

📊 Showing 6 results | 📏 Metric: mIOU

Top Performing Models

Rank Model Paper mIOU Date Code
1 CSN Cross-Shape Attention for Part Segmentation of 3D Point Clouds 62.10 2020-03-20 📦 marios2019/CSN
2 MID-Net Unsupervised 3D Learning for Shape Analysis via Multiresolution Instance Discrimination 60.80 2020-08-03 📦 Microsoft/O-CNN
3 FG-Net FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware Modelling 58.20 2020-12-17 📦 KangchengLiu/Feature-Geometric-Net-FG-Net
4 closerlook3D A Closer Look at Local Aggregation Operators in Point Cloud Analysis 53.80 2020-07-02 📦 zeliu98/CloserLook3D
5 DeepGCN DeepGCNs: Making GCNs Go as Deep as CNNs 45.10 2019-10-15 📦 lightaime/deep_gcns_torch 📦 lightaime/deep_gcns_torch 📦 lightaime/deep_gcns_torch 📦 lightaime/deep_gcns
6 PartNet PartNet: A Large-scale Benchmark for Fine-grained and Hierarchical Part-level 3D Object Understanding 43.20 2018-12-06 📦 yangyanli/PointCNN 📦 daerduoCarey/partnet_dataset 📦 daerduoCarey/partnet_anno_system 📦 LebronGG/PointCnn 📦 c3210927/point_cnn

All Papers (6)

marios2019/CSN
Microsoft/O-CNN
KangchengLiu/Feature-Geometric-Net-FG-Net
zeliu98/CloserLook3D
lightaime/deep_gcns_torch lightaime/deep_gcns_torch
yangyanli/PointCNN daerduoCarey/partnet_dataset