An illumination-guided dual attention vision transformer for low-light image enhancement

Y Wen, P Xu, Z Li, WX ATO - Pattern Recognition, 2025 - Elsevier
Existing Retinex-based low-light image enhancement methods often overlook corruptions
hidden in darkness or pattern collapse caused by the lit-up process. Recent deep learning …

Image Intrinsic Components Guided Conditional Diffusion Model for Low-light Image Enhancement

S Kang, S Gao, W Wu, X Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Through formulating the image restoration as a generation problem, the conditional diffusion
model has been applied to low-light image enhancement (LIE) to restore the details in dark …