DNF generates novel 4D deforming shapes by diffusing over per-instance singular-value coefficients of a dictionary built from SVD of pretrained shape and motion neural fields.
SDFusion: Multimodal 3d shape completion, reconstruction, and generation
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DNF: Unconditional 4D Generation with Dictionary-based Neural Fields
DNF generates novel 4D deforming shapes by diffusing over per-instance singular-value coefficients of a dictionary built from SVD of pretrained shape and motion neural fields.