1 Introduction  
2 Biomedical Image Analysis  
3 U-Net Variants for Medical Imaging  
4 Other U-Net Variants and Imaging  
5 U-Net in COVID-19 Diagnosis  
6 Analysis  
7 Scope and Challenges  
8 Conclusion  