4DMatch

Dataset Information
Introduced
2021
License
Custom
Homepage

Overview

A benchmark for matching and registration of partial point clouds with time-varying geometry. It is constructed using randomly selected 1761 sequences from DeformingThings4D.

Variants: 4DMatch

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Partial Point Cloud Matching Li and Harada (θc=0.05) Lepard: Learning partial point cloud … 2021-11-24
Partial Point Cloud Matching Li and Harada (θc=0.1) Lepard: Learning partial point cloud … 2021-11-24
Partial Point Cloud Matching Li and Harada (θc=0.2) Lepard: Learning partial point cloud … 2021-11-24
Partial Point Cloud Matching Predator (5000) Lepard: Learning partial point cloud … 2021-11-24
Partial Point Cloud Matching Predator (3000) Lepard: Learning partial point cloud … 2021-11-24
Partial Point Cloud Matching D3Feat (5000) Lepard: Learning partial point cloud … 2021-11-24
Partial Point Cloud Matching D3Feat (3000) Lepard: Learning partial point cloud … 2021-11-24
Partial Point Cloud Matching Predator (1000) Lepard: Learning partial point cloud … 2021-11-24
Partial Point Cloud Matching D3Feat (1000) Lepard: Learning partial point cloud … 2021-11-24

Research Papers

Recent papers with results on this dataset: