1. INTRODUCTION

2. BACKGROUND AND TAXONOMY
2.1 Definition of Foundation Models
2.2 The Use of Foundation Models

3. TRUSTWORTHINESS IN FOUNDATION MODELS FOR MEDICAL IMAGE ANALYSIS
3.1 Privacy
3.2 Robustness
3.3 Reliability
3.4 Explainability
3.5 Fairness

4. TRUSTWORTHINESS IN FOUNDATION MODELS FOR MEDICAL IMAGE ANALYSIS
4.1 Overview of the Literature
4.2 Segmentation
4.3 Report Generation
4.4 Medical Q&A
4.5 Disease Diagnosis

5. CHALLENGES AND FUTURE DIRECTIONS
5.1 Datasets and Benchmarks
5.2 Hallucination
5.3 Alignment
5.4 Regulatory and Ethical Frameworks
5.5 Interdisciplinary Collaboration

6. CONCLUSION