In some contexts, it could mean that you didn't see something or hear it.

For example if your mom left a pot of water for you to fill and boil, but you were in a rush and turned on the stove without filling the pot with water, thereby burning the pot and potentially the house, you could say this as an excuse to your mom: "Sorry, I didn't notice the pot was empty."