Less Gaussians, Texture More: 4K Feed-Forward Textured Splatting
Apple Machine Learning Journal / 3/28/2026
💬 OpinionIdeas & Deep AnalysisModels & Research
Key Points
- The paper “Less Gaussians, Texture More” introduces a 4K feed-forward textured splatting approach for rendering high-quality scene textures using fewer Gaussian primitives.
- It aims to improve texture fidelity at 4K resolution while keeping the representation and computation more efficient than standard Gaussian splatting pipelines.
- The method is positioned as feed-forward (rather than iterative refinement), suggesting faster inference for generating textured views.
- The publication is listed as a computer vision research paper (March 2026) and is available via arXiv for further technical details.
Existing feed-forward 3D Gaussian Splatting methods predict pixel-aligned primitives, leading to a quadratic growth in primitive count as resolution increases. This fundamentally limits their scalability, making high-resolution synthesis such as 4K intractable. We introduce LGTM (Less Gaussians, Texture More), a feed-forward framework that overcomes this resolution scaling barrier. By predicting compact Gaussian primitives coupled with per-primitive textures, LGTM decouples geometric complexity from rendering resolution. This approach enables high-fidelity 4K novel view synthesis without…
Continue reading this article on the original site.
Read original →Related Articles
Automatic Skin Lesion Analysis using Large-scale Dermoscopy Images and DeepResidual Networks
Dev.to
The Mistakes Didn't Change. The Speed Did.
Dev.to
TurboQuant AI
Dev.to
K501 : A Vision of FRAMES and The Information Space
Dev.to
Big Tech firms are accelerating AI investments and integration, while regulators and companies focus on safety and responsible adoption.
Dev.to
