E. Punitha

A Unified Self-Supervised CNN–Transformer Architecture for Joint Image Enhancement and Segmentation Under Label Scarcity

Visual analysis is essential in practice, and image enhancement and segmentation are fundamental elements of it, but most deep learning models address these problems separately and use large annotated datasets. The paper introduces a single self-supervised hybrid CNN Transformer model that performs joint image enhancem...