PDR integrates a plug-and-play 2D Gaussian representation and CUDA renderer into pixel-based video predictors, replacing MSE loss with L1+SSIM to improve detail preservation on benchmarks like TaxiBJ and Human3.6M.
In: Nature (2023)
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Learning Video Dynamics with Predictive Differentiable Rendering
PDR integrates a plug-and-play 2D Gaussian representation and CUDA renderer into pixel-based video predictors, replacing MSE loss with L1+SSIM to improve detail preservation on benchmarks like TaxiBJ and Human3.6M.