From Scalars to Time Series: Rethinking Implicit Neural Representations for Time-Varying Volumetric Data

Weihan Zhang, Xuan Zhao, Yenwen Peng +2

Implicit neural representations (INRs) for time-varying volumetric data are typically trained using dense sampling over spatiotemporal coordinates, where each observation correspon…