Monitoring the morphology of blood leukocytes, plays an important role in medical research, especially treatment diseases such as immunodeficiency. Traditional manual detection methods are susceptible to numerous interference factors. Therefore, cells often segmented using deep-learning algorithms. This study proposes a U-Net model based on combination attention mechanism and dilated convolutio...