Embedded underwater vision systems require real-time object detection that remains reliable in the face of turbidity, color attenuation, low contrast, weak boundaries, and cluttered backgrounds. In real-time detection transformer (RT-DETR)-style detectors, these degradations affect the ranking and selection of encoder candidates used to initialize decoder queries. This study proposes a degradation-aware query reliability resto...