PeSOTIF: a Challenging Visual Dataset for Perception SOTIF Problems in Long-tail Traffic Scenarios

Overview

PeSOTIF collects long-tail traffic scenes and labels key objects associated with perception-triggering conditions. An evaluation protocol tests whether probabilistic object detectors identify these objects through uncertainty, alongside a perception-SOTIF entropy demonstration.