Author

Yahya Al Malallah

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Jul 2026

HyperGS: Fast and Generalizable Gaussian Video Representation

This work proposes HyperGS, a feedforward, optimization-free approach that directly predicts Gaussian representations from any video in a single forward pass, speeding up encoding and decoding by orders of magnitude while generalizing to out-of-distribution videos at higher resolutions.

Fatima Zohra, Chen Zhao, Shuming Liu et al. · arXiv.org · 0 citations