I. Introduction  
II. Uncertainty in Deep Neural Networks  
III. Uncertainty Estimation  
IV. Uncertainty Measures and Quality  
V. Calibration  
VI. Data Sets and Baselines  
VII. Applications of Uncertainty Estimates  
VIII. Conclusion and Outlook  