Conformalized YOLO boxes on the LARD runway dataset show empirical containment of 74-77% at a 70% target, and the proposed full-containment metric C-mAP jumps from under 2% to roughly 53-57%.
Confident object detection via conformal prediction and conformal risk control: an application to railway signaling
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Robust Vision-Based Runway Detection through Conformal Prediction and Conformal mAP
Conformalized YOLO boxes on the LARD runway dataset show empirical containment of 74-77% at a 70% target, and the proposed full-containment metric C-mAP jumps from under 2% to roughly 53-57%.