“Given a monocular video, we use a frozen robust monocular depth estimation model to obtain the estimated depths of all frames. Then, we propose a geometric consistency alignment module, which optimizes a sparse set of parameters (i.e. scale, shift, and weight factors) to achieve multi-view geometric consistent depths among all frames. The camera's intrinsic parameters and poses are also optimized simultaneously”