1 Introduction  
1.1 Artificial Intelligence  
1.2 Explainable Artificial Intelligence (XAI)  
1.3 Explainable Artificial Intelligence in Medical Images (XAI)  
1.4 Scope of this work  
1.5 Methodology  
1.6 Survey Overview  

2 Explainability  
2.1 Known Explainability Methods  
2.2 An Introduction to the Development Tools  
2.3 Explainability for Artificial Intelligent Solutions in Medical Images  

3 Known Approaches  

4 Results  
4.1 Discussion  

5 Conclusion