D-Garment Dataset

DOI

This dataset was created for and used in the work "D-Garment: Physics-Conditioned Latent Diffusion for Dynamic Garment Deformations". It contains simulated cloth sequences over various human motions, body shapes and cloth physical materials. The purpose of this dataset is to reproduce D-Garment results and to allow future works to train and evaluate data-driven models of dynamic clothing.

The data has been processed as described in D-Garment. The template mesh consists in a manually modeled dress inspired from one of 4DHumanOutfit dataset named cos. This template is simulated using ProjectiveFriction over various body motion taken from AMASS, uniformly sampled body shapes and uniformly sampled cloth physical material with [bending, stretching, density] parameters.

Identifier
DOI https://doi.org/10.57745/GZTNJC
Related Identifier IsCitedBy https://doi.org/10.48550/arXiv.2504.03468
Related Identifier IsCitedBy https://doi.org/10.1016/j.cviu.2023.103836
Related Identifier IsCitedBy https://doi.org/10.1109/iccv.2019.00554
Metadata Access https://entrepot.recherche.data.gouv.fr/oai?verb=GetRecord&metadataPrefix=oai_datacite&identifier=doi:10.57745/GZTNJC
Provenance
Creator DUMOULIN, Antoine ORCID logo; BOUKHAYMA, Adnane; BOISSIEUX, Laurence; DAMODARAN, Bharath Bhushan (ORCID: 0000-0002-4466-017X); HELLIER, Pierre ORCID logo; WUHRER, Stefanie ORCID logo
Publisher Recherche Data Gouv
Contributor DUMOULIN, Antoine; WUHRER, Stefanie; BOISSIEUX, Laurence; INRIA - Institut National de Recherche en Informatique et Automatique; Entrepôt-Catalogue Recherche Data Gouv
Publication Year 2025
Rights info:eu-repo/semantics/openAccess
OpenAccess true
Contact DUMOULIN, Antoine (MORPHEO team, INRIA - Institut National de Recherche en Informatique et Automatiquematique et Automatique); WUHRER, Stefanie (MORPHEO team, INRIA - Institut National de Recherche en Informatique et Automatiquematique et Automatique); BOISSIEUX, Laurence (SED team, INRIA - Institut National de Recherche en Informatique et Automatique)
Representation
Resource Type Dataset
Format text/x-python; application/x-tgif; text/markdown; application/x-7z-compressed
Size 2146; 345397; 1202700; 4442; 10273614334
Version 1.0
Discipline Computer Science; ['cloth simulation']; ['3D garment generation']