Abstract Deep learning algorithms have recently been developed that utilize patient anatomy and raw imaging information to predict radiation dose. as a means to increase treatment planning efficiency and improve radiotherapy plan quality. Current state-of-the-art techniques rely on convolutional neural networks (CNNs) that use pixel-to-pixel loss to update network parameters. However. https://oznicoes.shop/product-category/m-socks/