Datasets › 4DMatch

4DMatch

Introduced by Yang Li et al. in Lepard: Learning partial point cloud matching in rigid and deformable scenes24 Nov 2021 archive 2025-07-28

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

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Partial Point Cloud Matching 4DMatch Li and Harada (θc=0.05) NFMR 83.9 Lepard: Learning partial point cloud matching in rigid... rabbityl/lepard 9 Compare

Papers archive 2025-07-28

1 shown of 1 paper with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 10. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Lepard: Learning partial point cloud matching in rigid and deformable scenes 1 9 24 Nov 2021 ran 5 of 14 samples (9 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

Custom

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • 4DMatch

1 variant name, as the archive lists them.

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