1. Introduction

2. Problem Settings and Formulations of Active Learning

3. Core Methods of Active Learning

4. Integration of Active Learning and Other Label-Efficient Techniques

5. Active Learning for Medical Image Analysis

6. Performance Evaluation of Active Learning in Medical Image Analysis

7. Challenges and Future Perspectives

8. Conclusion