Why do you need to fill 0 when convolution operation？

[Jichao96]

According to the U_net model, the image H,W should be decremented by 2 when convolving horizontally

[milesial]

The image size decreases when there is no padding. Adding padding makes it so that the image size stays the same across all layers that are on the same level. Standard practice that makes things easier.