3 papers
cs.CV2026
RetinexDualV2: Physically-Grounded Dual Retinex for Generalized UHD Image Restoration
Mohab Kishawy, Jun Chen
We propose RetinexDualV2, a unified, physically grounded dual-branch framework for diverse Ultra-High-Definition (UHD) image restoration. Unlike generic models, our method employs…
cs.CV2025
NTIRE 2025 Challenge on Low Light Image Enhancement: Methods and Results
Xiaoning Liu, Zongwei Wu, Florin-Alexandru Vasluianu +102
This paper presents a comprehensive review of the NTIRE 2025 Low-Light Image Enhancement (LLIE) Challenge, highlighting the proposed solutions and final outcomes. The objective of…
cs.CV2025
RetinexDual: Retinex-based Dual Nature Approach for Generalized Ultra-High-Definition Image Restoration
Mohab Kishawy, Ali Abdellatif Hussein, Jun Chen
Advancements in image sensing have elevated the importance of Ultra-High-Definition Image Restoration (UHD IR). Traditional methods, such as extreme downsampling or transformation…