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cs.CV2026
Enlight: Fast Low-Light Image Enhancement via Multi-Objective Optimization and Shadow-Aware Refinement
Nirjhor Datta, M. Sohel Rahman
We present ENLIGHT, a fast and training free framework for low-light image enhancement based on direct optimization of a perceptual objective. Unlike deep learning approaches that…
cs.CV2025
Erase to Retain: Low Rank Adaptation Guided Selective Unlearning in Medical Segmentation Networks
Nirjhor Datta, Md. Golam Rabiul Alam
The ability to selectively remove knowledge from medical segmentation networks is increasingly important for privacy compliance, ethical deployment, and continual dataset revision.…
cs.CV2025
Entropy-Driven Genetic Optimization for Deep-Feature-Guided Low-Light Image Enhancement
Nirjhor Datta, Afroza Akther, M. Sohel Rahman
Image enhancement methods often prioritize pixel level information, overlooking the semantic features. We propose a novel, unsupervised, fuzzy-inspired image enhancement framework…