mlsanityData to 14 Oct 2026

ADATEX4D: adaptive texture capacity allocation for 4D gaussian splatting

arXiv 2609.29963 ↗First posted 24 Sep 2026cs.CV cs.AIcited by 0

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Abstract (arXiv)

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 preserving reconstruction quality. Under fixed memory budgets, adaptive allocation also improves quality over uniform texture assignment and reduces overall model and peak memory. These results show that dynamic, anisotropic texture allocation provides a more efficient way to distribute local appearance capacity in 4D Gaussian representations.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 20 of its 23 references that are in the map. First posted on arXiv 24 Sep 2026.

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20 of 23 references.

References · 20

  1. 2018The Unreasonable Effectiveness of Deep Features as a Perceptual Metriccited by 11,177
  2. 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,226
  3. 20234D Gaussian Splatting for Real-Time Dynamic Scene Renderingcited by 1,157
  4. 2023Deformable 3D Gaussians for High-Fidelity Monocular Dynamic Scene Reconstructioncited by 759
  5. 2023Scaffold-GS: Structured 3D Gaussians for View-Adaptive Renderingcited by 695
  6. 2023Compact 3D Gaussian Representation for Radiance Fieldcited by 372
  7. 2023SC-GS: Sparse-Controlled Gaussian Splatting for Editable Dynamic Scenescited by 347
  8. 2023Spacetime Gaussian Feature Splatting for Real-Time Dynamic View Synthesiscited by 344
  9. 2023Compressed 3D Gaussian Splatting for Accelerated Novel View Synthesiscited by 239
  10. 2023Gaussian-Flow: 4D Reconstruction with Dynamic 3D Gaussian Particlecited by 211
  11. 2016Panoptic Studio: A Massively Multiview System for Social Interaction Capturecited by 173
  12. 20243DGStream: On-the-Fly Training of 3D Gaussians for Efficient Streaming of Photo-Realistic Free-Viewpoint Videoscited by 160
8 more
  1. 2023A Compact Dynamic 3D Gaussian Representation for Real-Time Dynamic View Synthesiscited by 59
  2. 2024MEGA: Memory-Efficient 4D Gaussian Splatting for Dynamic Scenescited by 47
  3. 2024Textured Gaussians for Enhanced 3D Scene Appearance Modelingcited by 40
  4. 2024GStex: Per-Primitive Texturing of 2D Gaussian Splatting for Decoupled Appearance and Geometry Modelingcited by 30
  5. 2025MoDec-GS: Global-to-Local Motion Decomposition and Temporal Interval Adjustment for Compact Dynamic 3D Gaussian Splattingcited by 30
  6. 20254DGC: Rate-Aware 4D Gaussian Compression for Efficient Streamable Free-Viewpoint Videocited by 27
  7. 2024Temporally Compressed 3D Gaussian Splatting for Dynamic Scenescited by 11
  8. 2026A2TG: Adaptive Anisotropic Textured Gaussians for Efficient 3D Scene Representationcited by 1

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