Learning When to Say "I Don't Know"

We introduce a reject-option classification framework that estimates per-class softmax thresholds from validation data. The method targets the coverage/selective-accuracy tradeoff directly rather than applying a single global confidence threshold across all classes. The paper received the Best Paper Award at ISVC 2022.