LCSD-Net: a light-weight cross-attention-based semantic dual transformer for domain generalization in melanoma detection

The LCSD model mitigates the influence of irrelevant visual characteristics, enhances domain generalization, and ensures better adaptability across diverse clinical scenarios. Its lightweight design further supports deployment in mobile applications, making it a reliable and efficient solution for real-world melanoma detection.