A bilevel flow matching model that first samples a shape code and then generates points conditioned on it matches or improves on prior point cloud generators with far fewer sampling steps.
Mfm-point: Multi-scale flow matching for point cloud generation.arXiv preprint arXiv:2511.20041, 2025
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Hierarchical Flow Matching for 3D Point Cloud Generation
A bilevel flow matching model that first samples a shape code and then generates points conditioned on it matches or improves on prior point cloud generators with far fewer sampling steps.