Research questionHow can we predict local 3D occupancy from a single underwater RGB image despite unreliable visual geometry?Underwater appearance often provides weak or misleading depth cues, making it difficult to infer the surrounding 3D free and occupied space from a single image. Errors in this representation can affect navigation and inspection tasks.