arXiv Artificial Intelligence

ADATEX4D: adaptive texture capacity allocation for 4D gaussian splatting

2 hours ago 25.09.2026 07:00 👁 2 views
ADATEX4D: adaptive texture capacity allocation for 4D gaussian splatting

Quick summary

arXiv:2609.29963v1 Announce Type: cross Abstract: Textured Gaussians improve local appearance capacity, but assigning the same texture resolution to every primitive wastes storage on low-detail or weakly visible regions. We introduce AdaTex4D, an adaptive texture-capacity module for deformation-based 4D Gaussian Splatting. Each Gaussian carries packed RGBA triplanes whose two axes grow independently according to visibility normalized screen-space gradients and deformed local scales. Experiments on N3DV and PanopticSports show that AdaTex4D reduces texture storage by more than half while preser

Key takeaways

  • arXiv:2609.29963v1 Announce Type: cross Abstract: Textured Gaussians improve local appearance capacity, but assigning the same texture resolution to every primitive wastes storage on low-detail or weakly visible regions.
  • We introduce AdaTex4D, an adaptive texture-capacity module for deformation-based 4D Gaussian Splatting.
  • Each Gaussian carries packed RGBA triplanes whose two axes grow independently according to visibility normalized screen-space gradients and deformed local scales.

Why it matters

The importance of “ADATEX4D: adaptive texture capacity allocation for 4D gaussian splatting” will be measured by what changes in practice. User behavior, access conditions, verifiable performance and responsible-use outcomes are the signals worth following.

Kaynak sitede devamını oku: arXiv Artificial Intelligence ↗