Datasets › DeformingThings4D

DeformingThings4D

Introduced by Yang Li et al. in 4DComplete: Non-Rigid Motion Estimation Beyond the Observable Surface5 May 2021 archive 2025-07-28

DeformingThings4D is a synthetic dataset containing 1,972 animation sequences spanning 31 categories of humanoids and animals. It provides 200 animations for humanoids and 1772 animations for animals.

Use case of the dataset

The dataset is designed to tackle the following tasks using data-driven approaches:

Scene flow estimation
Non-rigid tracking/registration
Shape and motion completion
Learning riggings from observation
Generic non-rigid reconstruction

Source: DeformingThings4D dataset Image source: DeformingThings4D dataset

Homepage JSON

Benchmarks archive 2025-07-28

No leaderboard in the archive resolves to this dataset.

Papers archive 2025-07-28

No paper in the archive has a leaderboard row on this dataset; the archive counts 42 papers for it but never published that list.

Dataset loaders archive 2025-07-28

rabbityl/DeformingThings4D

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Point Cloud Registration Scene Flow Estimation 3D Feature Matching Partial Point Cloud Matching 3D Point Cloud Matching

License archive 2025-07-28

Custom

Modalities archive 2025-07-28

Videos

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

DeformingThings4D
4DMatch

2 variant names, as the archive lists them.

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