Weakly supervised fitting recovers consistent pseudo-skeletons from mesh sequences, then a text-conditioned transformer with Motion-GRPO generates editable skeleton-driven 4D mesh animations.
Available: https://arxiv.org/abs/2512.10860
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A nine-camera multi-view workflow with 4D Gaussian Splatting reconstructs dynamic vessel surfaces in thrombectomy phantoms to enable standardized comparative displacement and stress-proxy tracking.
citing papers explorer
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SkelGen4D: Weakly-Supervised Skeleton-Based 4D Generation for Text-Driven Mesh Animation
Weakly supervised fitting recovers consistent pseudo-skeletons from mesh sequences, then a text-conditioned transformer with Motion-GRPO generates editable skeleton-driven 4D mesh animations.
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4D Vessel Reconstruction for Benchtop Thrombectomy Analysis
A nine-camera multi-view workflow with 4D Gaussian Splatting reconstructs dynamic vessel surfaces in thrombectomy phantoms to enable standardized comparative displacement and stress-proxy tracking.