Open access
Sep 2026
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...
M. Akram, Sadiq Ahmad, N. N. Qadri et al.
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