MrNeRF (@janusch_patas)
2025-11-25 | โค๏ธ 90 | ๐ 13
Neural Texture Splatting: Expressive 3D Gaussian Splatting for View Synthesis, Geometry, and Dynamic Reconstruction
Contributions: โข We introduce Neural Texture Splatting (NTS), a novel representation that augments 3D Gaussian Splatting with neural per-primitive RGBA texture fields. This serves as a robust representation that enhances 3DGS-based methods across a wide range of tasks.
โข We propose leveraging a global tri-plane network to predict localized texture fields. This enables expressive modeling of geometry and appearance while ensuring robustness across tasks.
โข Extensive experiments demonstrate that our representation consistently improves existing state-of-the-art methods across diverse benchmarks, including dense and sparse-view novel view synthesis, surface reconstruction, and dynamic reconstruction.
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