Figure 3. Overall framework of the proposed Method. The Geometric Prior Enhancement module strengthens structural representa-
tions via visual–geometric fusion and transformer-based query refinement. The Semantic Alignment Injection mechanism align category
semantics with degraded underwater conditions.