I. Introduction
II. Principles of mmWave Radars
III. General Problem Formulation
IV. Odometry Evaluation Metrics
V. Radar Datasets
VI. Radar Odometry
VII. Radar Odometry and Sensor Fusion
VIII. Radar Odometry and Machine Learning
IX. Discussion, Challenges, and Future Recommendations
X. Conclusion