Fix: replace flawed yolo11m-seg@640 checkpoint (89 FP/80% recall at real inference settings) with a clean retrain under corrected checkpoint-selection code and corrected val labels. See inference_config.json for the calibrated conf/iou/max_det this checkpoint needs.