4D-DRESS

A 4D Dataset of Real-world Human Clothing with Semantic Annotations

Dataset Information
Modalities
Videos, 3D, 3d meshes
Languages
English
Introduced
2024
License
ETH
Homepage

Overview

4D-DRESS is the first real-world 4D dataset of human clothing, capturing 64 human outfits in more than 520 motion sequences. These sequences include a) high-quality 4D textured scans; for each scan, we annotate b) vertex-level semantic labels, thereby obtaining c) the corresponding garment meshes and fitted SMPL(-X) body meshes. Totally, 4D-DRESS captures dynamic motions of 4 dresses, 28 lower, 30 upper, and 32 outer garments. For each garment, we also provide its canonical template mesh to benefit the future human clothing study.

Variants: 4D-DRESS

Associated Benchmarks

This dataset is used in 2 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Physical Simulations HOOD_Lower HOOD: Hierarchical Graphs for Generalized … 2022-12-14
Physical Simulations HOOD_Outer HOOD: Hierarchical Graphs for Generalized … 2022-12-14
Physical Simulations HOOD_Dress HOOD: Hierarchical Graphs for Generalized … 2022-12-14
Physical Simulations HOOD_Upper HOOD: Hierarchical Graphs for Generalized … 2022-12-14
Physical Simulations NCS_Upper Neural Cloth Simulation 2022-12-13
Physical Simulations NCS_Lower Neural Cloth Simulation 2022-12-13
Physical Simulations NCS_Dress Neural Cloth Simulation 2022-12-13
Physical Simulations NCS_Outer Neural Cloth Simulation 2022-12-13
Human Parsing CDGNet_Inner CDGNet: Class Distribution Guided Network … 2021-11-28
Human Parsing CDGNet_Outer CDGNet: Class Distribution Guided Network … 2021-11-28
Human Parsing Graphonomy_Inner Graphonomy: Universal Image Parsing via … 2021-01-26
Human Parsing Graphonomy_Outer Graphonomy: Universal Image Parsing via … 2021-01-26
Physical Simulations PBNS_Lower PBNS: Physically Based Neural Simulator … 2020-12-21
Physical Simulations PBNS_Upper PBNS: Physically Based Neural Simulator … 2020-12-21
Physical Simulations PBNS_Dress PBNS: Physically Based Neural Simulator … 2020-12-21
Physical Simulations PBNS_Outer PBNS: Physically Based Neural Simulator … 2020-12-21
Human Parsing SCHP_Inner Self-Correction for Human Parsing 2019-10-22
Human Parsing SCHP_Outer Self-Correction for Human Parsing 2019-10-22

Research Papers

Recent papers with results on this dataset: