Zhang, W., Chen, G., Liu, S., Wang, J., Guan, P., Li, Y. (2026). HVD-Net: low-light image enhancement in HSV space via continuous hue encoding and dual-branch restoration. Scientific Reports. https://doi.org/10.1038/s41598-026-47297-w