Papers › HOOD: Hierarchical Graphs for Generalized Modelling of Clothing Dynamics
HOOD: Hierarchical Graphs for Generalized Modelling of Clothing Dynamics
Artur Grigorev, Bernhard Thomaszewski, Michael J. Black, Otmar Hilliges
We propose a method that leverages graph neural networks, multi-level message passing, and unsupervised training to enable real-time prediction of realistic clothing dynamics. Whereas existing methods based on linear blend skinning must be trained for specific garments, our method is agnostic to body shape and applies to tight-fitting garments as well as loose, free-flowing clothing. Our method furthermore handles changes in topology (e.g., garments with buttons or zippers) and material properties at inference time. As one key contribution, we propose a hierarchical message-passing scheme that efficiently propagates stiff stretching modes while preserving local detail. We empirically show that our method outperforms strong baselines quantitatively and that its results are perceived as more realistic than state-of-the-art methods.
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Code
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Code Syntology ran Syntology
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4287dadd22b8144a · report
Tasks
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Physical Simulations | 4D-DRESS | HOOD_Lower | Chamfer (cm) | 2.070 | #3 of 12 | Archive leaderboard | report |
| Physical Simulations | 4D-DRESS | HOOD_Lower | Stretching Energy | 0.008 | #3 of 12 | Archive leaderboard | report |
| Physical Simulations | 4D-DRESS | HOOD_Upper | Chamfer (cm) | 2.668 | #5 of 12 | Archive leaderboard | report |
| Physical Simulations | 4D-DRESS | HOOD_Upper | Stretching Energy | 0.013 | #5 of 12 | Archive leaderboard | report |
| Physical Simulations | 4D-DRESS | HOOD_Dress | Chamfer (cm) | 4.292 | #7 of 12 | Archive leaderboard | report |
| Physical Simulations | 4D-DRESS | HOOD_Dress | Stretching Energy | 0.010 | #7 of 12 | Archive leaderboard | report |
| Physical Simulations | 4D-DRESS | HOOD_Outer | Chamfer (cm) | 5.355 | #12 of 12 | Archive leaderboard | report |
| Physical Simulations | 4D-DRESS | HOOD_Outer | Stretching Energy | 0.011 | #12 of 12 | Archive leaderboard | report |
Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.
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