N-Cloth: Predicting 3D Cloth Deformation with Mesh-Based Networks. (arXiv:2112.06397v2 [cs.GR] UPDATED)

We present a novel mesh-based learning approach (N-Cloth) for plausible 3D
cloth deformation prediction. Our approach is general and can handle cloth or
obstacles represented by triangle meshes with arbitrary topologies. We use
graph convolution to transform the cloth and object meshes into a latent space
to reduce the non-linearity in the mesh space. Our network can predict the
target 3D cloth mesh deformation based on the initial state of the cloth mesh
template and the target obstacle mesh. Our …

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