ML Research Wiki / Benchmarks / Point Cloud Completion / ShapeNet

ShapeNet

Point Cloud Completion Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: Chamfer Distance

Top Performing Models

Rank Model Paper Chamfer Distance Date Code
1 PoinTr PoinTr: Diverse Point Cloud Completion with Geometry-Aware Transformers 0.75 2021-08-19 📦 yuxumin/PoinTr
2 SpareNet Style-based Point Generator with Adversarial Rendering for Point Cloud Completion 1.86 2021-03-03 📦 microsoft/SpareNet
3 AdaPoinTr AdaPoinTr: Diverse Point Cloud Completion with Adaptive Geometry-Aware Transformers 6.53 2023-01-11 📦 yuxumin/PoinTr
4 PSCU Parametric Surface Constrained Upsampler Network for Point Cloud 7.04 2023-03-14 📦 corecai163/pscu
5 SnowFlakeNet Snowflake Point Deconvolution for Point Cloud Completion and Generation with Skip-Transformer 7.21 2022-02-18 📦 allenxiangx/snowflakenet
6 GRNet GRNet: Gridding Residual Network for Dense Point Cloud Completion 8.81 2020-06-06 📦 hzxie/GRNet
7 PCN PCN: Point Completion Network 9.64 2018-08-02 📦 vinits5/learning3d 📦 wentaoyuan/pcn 📦 qinglew/PCN-PyTorch 📦 qinglew/PCN 📦 Yan-Xia/ASFM-Net
8 MSN Morphing and Sampling Network for Dense Point Cloud Completion 9.97 2019-11-30 📦 Colin97/MSN-Point-Cloud-Completion 📦 wangyida/softpool
9 TestNet 📚 Pointer Networks 100.00 2015-06-09 📦 devsisters/pointer-network-tensorflow 📦 shirgur/pointernet 📦 ikostrikov/TensorFlow-Pointer-Networks

All Papers (9)

yuxumin/PoinTr
microsoft/SpareNet
yuxumin/PoinTr
corecai163/pscu
allenxiangx/snowflakenet
hzxie/GRNet
vinits5/learning3d wentaoyuan/pcn
Colin97/MSN-Point-Cloud-Completion wangyida/softpool

Pointer Networks

2015
TestNet
devsisters/pointer-network-tensorflow shirgur/pointernet