Depth map super resolution grounded in the multi-dimensional collaborative guidance.
A novel framework that combines the efficiency of State Space Models (SSM) with multi-dimensional guidance, which exploits the linear complexity of SSMs to model long-range dependencies, ensuring structurally consistent depth recovery across large smooth regions without the heavy burden of self-attention is proposed.