Sadiq Ahmad

Learnable Frequency-Domain Attention with Deep Supervision for Accurate Skin Lesion Segmentation and Diagnosis

In computer-aided diagnosis, accurate skin lesion segmentation is a key step; however, current transformer-based models often fail with blurred or fragmented boundaries, especially in challenging skin lesion images. In this work, we propose a Swin Transformer framework enhanced with a novel Frequency-Aware Multi-Scale...