Variational Gaussian Processes with spatio-temporal kernels supply probabilistic deformation priors to 4DGS, improving sparse-view reconstruction while yielding calibrated motion uncertainty and temporal extrapolation.
Mod- eling uncertainty for Gaussian splatting
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GP-4DGS: Probabilistic 4D Gaussian Splatting from Monocular Video via Variational Gaussian Processes
Variational Gaussian Processes with spatio-temporal kernels supply probabilistic deformation priors to 4DGS, improving sparse-view reconstruction while yielding calibrated motion uncertainty and temporal extrapolation.