Reflective Gaussian Splatting
About
Novel view synthesis has experienced significant advancements owing to increasingly capable NeRF- and 3DGS-based methods. However, reflective object reconstruction remains challenging, lacking a proper solution to achieve real-time, high-quality rendering while accommodating inter-reflection. To fill this gap, we introduce a Reflective Gaussian splatting (Ref-Gaussian) framework characterized with two components: (I) Physically based deferred rendering that empowers the rendering equation with pixel-level material properties via formulating split-sum approximation; (II) Gaussian-grounded inter-reflection that realizes the desired inter-reflection function within a Gaussian splatting paradigm for the first time. To enhance geometry modeling, we further introduce material-aware normal propagation and an initial per-Gaussian shading stage, along with 2D Gaussian primitives. Extensive experiments on standard datasets demonstrate that Ref-Gaussian surpasses existing approaches in terms of quantitative metrics, visual quality, and compute efficiency. Further, we show that our method serves as a unified solution for both reflective and non-reflective scenes, going beyond the previous alternatives focusing on only reflective scenes. Also, we illustrate that Ref-Gaussian supports more applications such as relighting and editing.
Related benchmarks
| Task | Dataset | Result | Rank | |
|---|---|---|---|---|
| Novel View Synthesis | Ref-NeRF Real Scenes 50 (test) | PSNR24.61 | 8 | |
| Novel View Synthesis | NeRF-Casting Shiny Scenes 51 (test) | PSNR30.17 | 8 | |
| Roughness Estimation | SynRotLight Toy (test) | MSE0.007 | 7 | |
| Roughness Estimation | SynRotLight Table (test) | MSE0.008 | 7 | |
| Roughness Estimation | SynRotLight Hotdog (test) | MSE0.017 | 7 | |
| Albedo Estimation | SynRotLight Hotdog (test) | PSNR17.282 | 7 | |
| Albedo Estimation | SynRotLight Table (test) | PSNR15.96 | 7 | |
| Albedo Estimation | SynRotLight Toy (test) | PSNR15.107 | 7 | |
| Albedo Estimation | SynRotLight Counter (test) | PSNR15.978 | 7 | |
| Roughness Estimation | SynRotLight Counter (test) | MSE0.056 | 7 |