The correct answer is "I'm sorry" because it is used to express regret or apologize for a mistake or wrongdoing. In the given options, "I'm sorry" is the most appropriate response for situations where one needs to apologize or express remorse. The other options have different meanings and purposes, such as asking for permission (Excuse me), expressing gratitude (You're welcome), or seeking attention (Excuse me).