Interactive Upsampling Demo
Upsampling is a technique used to increase the size of data. For image data, upsampling is used to increase image dimensions. It does this by inferring values for the newly introduced pixels in the upsampled output space from the original image input.
To learn more about upsampling in neural networks, see this lesson.