I. Introduction

II. Generative Adversarial Networks

III. Applications of GANs in Biomedical Image Analysis

IV. Evaluation Metrics

V. The Mode Collapse Problem

VI. The Non-Convergence Problem

VII. The Instability Problem

IX. Challenges and Future Research Directions

X. Conclusion