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 | |
|---|---|---|---|---|
| Surface Reconstruction | ShinySynthetic | MAE (Ball)0.71 | 13 | |
| Novel View Synthesis | ShinySynthetic | PSNR34.92 | 12 | |
| Novel View Synthesis | GlossySynthetic | PSNR29.61 | 12 | |
| Surface Reconstruction | ShinySynthetic | Normal MAE (ball)0.71 | 12 | |
| Surface Reconstruction | GlossySynthetic (test) | Normal MAE (angel)1.79 | 10 | |
| Novel View Synthesis | Ref-Real | PSNR23.95 | 10 | |
| Surface Reconstruction | GlossySynthetic | Normal MAE (angel)1.79 | 9 | |
| Surface normal reconstruction | SMVP | MAE (squirrel)17.12 | 9 | |
| Novel View Synthesis | SMVP | SSIM (squirrel)0.897 | 9 | |
| Novel View Synthesis | SMVP | PSNR (Squirrel)17.9 | 9 |