Datasets › 4D-DRESS
4D-DRESS (A 4D Dataset of Real-world Human Clothing with Semantic Annotations)
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.
Benchmarks archive 2025-07-28
All 4 leaderboards 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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| 3D Human Reconstruction | 4D-DRESS | SCANimate_Inner Chamfer (cm) 0.965 | SCANimate: Weakly Supervised Learning of Skinned Clothed... | shunsukesaito/SCANimate +1 | 22 | Compare |
| Physical Simulations | 4D-DRESS | NCS_Lower Chamfer (cm) 1.716 | Neural Cloth Simulation | hbertiche/NeuralClothSim | 12 | Compare |
| Garment Reconstruction | 4D-DRESS | BCNet_Upper Chamfer (cm) 2.079 | BCNet: Learning Body and Cloth Shape from A Single Image | jby1993/BCNet | 9 | Compare |
| Human Parsing | 4D-DRESS | Graphonomy_Inner mAcc 0.968 | Graphonomy: Universal Image Parsing via Graph Reasoning... | Gaoyiminggithub/Graphonomy +1 | 6 | Compare |
Papers archive 2025-07-28
20 shown of 20 papers 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 23. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- 4D-DRESS
1 variant name, as the archive lists them.
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