1 Introduction  
2 A Unified Categorization  
3 Anomaly and Novelty Detection  
4 Open-set Recognition  
5 Out-of-Distribution Detection  
6 A Summary of the Shared Core Ideas  
7 Dataset  
8 Evaluation Protocols  
9 Core Challenges  
10 Future Challenges  
11 Conclusion