Illuminating the night: A light source-aware and exposure-balanced low-light enhancement approach for real nighttime scenes

We are happy to announce our paper has been accepted in "Journal of Digital Signal Processing". We will be uploading the code and implementation instructions soon.

Pipeline

Results on Videos

Please watch the videos on youtube with high resolution. Random test on DID dataset.

1- Video number: 133 https://youtu.be/jkj_B6_WMe0

2- Video number: 202 https://youtu.be/G5V9KG0jDjY

3- Video number: 327 https://youtu.be/DKp1cXQ40Sc

4- Video number: 410 https://youtu.be/dHyS-7d_Ang

Implementation

1. Create Environment
2. Requirements
3. Prepare Dataset
4. Testing
5. Training

Support

For support, email [email protected]

Citation

M. Mahdizadeh, S. Chen, and P. Ye, "Illuminating the night: A light source-aware and exposure-balanced low-light enhancement approach for real nighttime scenes," Digital Signal Processing, vol. 159, p. 104999, 2025. doi: 10.1016/j.dsp.2025.104999. [Online]. Available: https://www.sciencedirect.com/science/article/pii/S1051200425000211