How Can We Calculate and Include Confidence Scores during inference?

[Shohruh72]

Could you provide guidance or implement a feature to calculate and include confidence scores in the inference output? This would help users better assess the accuracy and reliability of the gaze predictions.

[Tobias-Fischer]

Unfortunately, that's not trivial and a research topic on its own. You could try strategies such as "Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles" (and many works since) to obtain uncertainties in the predictions. That said, confidence scores are outside the scope of this work.