Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation. (arXiv:2210.16898v1 [eess.IV])

Melanoma is caused by the abnormal growth of melanocytes in human skin. Like
other cancers, this life-threatening skin cancer can be treated with early
diagnosis. To support a diagnosis by automatic skin lesion segmentation,
several Fully Convolutional Network (FCN) approaches, specifically the U-Net
architecture, have been proposed. The U-Net model with a symmetrical
architecture has exhibited superior performance in the segmentation task.
However, the locality restriction of the convolutional operation incorporated
in the U-Net architecture limits its performance in capturing …

arxiv attention segmentation swin