3 papers
cs.CV2026
VCR: Variance-Driven Channel Recalibration for Robust Low-Light Enhancement
Zhixin Cheng, Fangwen Zhang, Xiaotian Yin +2
Most sRGB-based LLIE methods suffer from entangled luminance and color, while the HSV color space offers insufficient decoupling at the cost of introducing significant red and blac…
cs.CV2025
Brightness Perceiving for Recursive Low-Light Image Enhancement
Haodian Wang, Long Peng, Yuejin Sun +3
Due to the wide dynamic range in real low-light scenes, there will be large differences in the degree of contrast degradation and detail blurring of captured images, making it diff…
cs.CV2025
Adaptive Low Light Enhancement via Joint Global-Local Illumination Adjustment
Haodian Wang, Yaqi Song
Images captured under real-world low-light conditions face significant challenges due to uneven ambient lighting, making it difficult for existing end-to-end methods to enhance ima…