[CVPR 2025] Luminance-GS: Adapting 3D Gaussian Splatting to Challenging Lighting Conditions with View-Adaptive Curve Adjustment

(Paper Link), (Website Link).

2025.2.27 : Paper accepted by CVPR 2025 !

2025.4.27 : Code and dataset released !

Ziteng Cui¹, Xuangeng Chu¹, Tatsuya Harada^1,2.

^1.The University of Tokyo, ^2.RIKEN AIP.

Use The Code:

cd Luminance-GS

Citation:

 @inproceedings{cui_luminance_gs,
	  title = {Luminance-GS: Adapting 3D Gaussian Splatting to Challenging Lighting Conditions with View-Adaptive Curve Adjustment},
	  author = {Cui, Ziteng and Chu, Xuangeng and Harada, Tatsuya},
	  booktitle={CVPR},
	  year={2025}}

Dataset Citation:

@inproceedings{cui_aleth_nerf,
	  title={Aleth-NeRF: Illumination Adaptive NeRF with Concealing Field Assumption},
	  author={Cui, Ziteng and Gu, Lin and Sun, Xiao and Ma, Xianzheng and Qiao, Yu and Harada, Tatsuya},
	  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
	  year={2024}
}

📖: Some Also Great Co-current Works (almost 3DGS in dark):

sRGB-based:

[PG 2024] Gaussian in the Dark: Real-Time View Synthesis From Inconsistent Dark Images Using Gaussian Splatting

[IROS 2024] DarkGS: Learning Neural Illumination and 3D Gaussians Relighting for Robotic Exploration

[CVPR 2025] lita-gs: illumination-agnostic novel view synthesis via reference-free 3d gaussian splatting and physical priors

[Arxiv 2025] LL-Gaussian: Low-Light Scene Reconstruction and Enhancement via Gaussian Splatting for Novel View Synthesis

RAW-based:

[NIPS 2024] Lighting Every Darkness with 3DGS: Fast Training and Real-Time Rendering for HDR View Synthesis

[NIPS 2024] From Chaos to Clarity: 3DGS in the Dark