Innocence is the opposite of guilt.The adjective is innocent (the opposite of 'guilty').
If someone is innocent of a crime it means that they did not do it.If someone is accused of a crime, they have to go to court. The court will decide whether they are guilty or not guilty (innocent). People must be treated as innocent unless (or until) they are found guilty.