ViTransUNet is a specialized neural network architecture based on U-Net. It is particularly useful for medical imaging tasks such as MRI, CT scans, and X-rays. The integration of ViT and U-Net in ViTransUNet brings together global contextual analysis and local precision to accurately identify and delineate structures within medical images.