PAANI introduces bounded tracking to provide continuous target recognition, avoiding judgment fluctuations caused by single-frame missed detections, and employs an explicit channel strategy that synthesizes water surface labels, detection results, urgency, and segmentation uncertainty to produce navigation recommendations.