A relative approach to the validation of surrogate measures of safety

•Relative validation of minimum time to collision and post encroachment time.•Focus on interactions between motor vehicles and vulnerable road users.•Observational study at 6 signalized intersections in Denmark and the Netherlands.•Event-based exposure shows a strong correlation to both indicators.•Minimum time to collision outperforms post encroachment time.