Changshun Wu

SPK: Eliciting Structured Prior Knowledge for Interpretable Out-of-Distribution Detection in Real-Time Object Detection

The findings reveal that pretrained object detectors already encode substantially richer latent knowledge than is typically exploited for OoD detection, and this knowledge can be explicitly elicited and organized into a compact, structured, and interpretable knowledge space for prediction reliability analysis.