Novelty detection is about finding new or unknown information that a machine learning system wasn't trained on. It's important for accurate classification. This survey looks at recent studies on novelty detection in machine learning and deep learning. The goal is to update what we know about spotting new things in data. The researchers explored different techniques and where novelty detection is used in real-world applications.