1 INTRODUCTION  
2 GENERALIZED OOD DETECTION V2  
3 OVERVIEW OF EACH PROBLEM IN VLM ERA  
4 CLIP-BASED OOD DETECTION: METHODOLOGY  
5 CLIP-BASED AD: METHODOLOGY  
6 EVOLUTION IN LVLM ERA  
7 POTENTIAL CHALLENGES  
8 FUTURE DIRECTIONS  
9 CONCLUSION