“A new breakthrough has been made in the field of medical image lesion segmentation, and relevant experts have constructed a segmentation network that integrates frequency adaptation and feature transformation. This network significantly improves segmentation accuracy by dynamically balancing high and low frequency components and optimizing downsampling strategies, providing strong support for precise clinical diagnosis and treatment formulation.”