NOVA-GS: Noise-Aware View-Consistent Gaussian Splatting for Low-Light Novel View Synthesis
NOVA-GS is proposed, a unified noise-aware framework for low-light 3D Gaussian Splatting that subsumes enhancement, denoising, and geometry optimization within a single process and introduces a noise-guided spherical harmonic regularization to suppress view-dependent artifacts in noisy regions.