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This paper presents a human-in-the-loop bootstrapping method for detecting PFM-1 mines in UAV hyperspectral imagery, showing that ACE with bootstrapping can find all targets in 2 rounds of inspection, while aggregate ROC-AUC scores hide large operational differences between detectors.