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the prediction 𝑥′𝑖 is given by MXi where M is our calibrated camera matrix and Xi is a point in the world coordinate system. So we can rewrite the equation as: Geometric Error Alright, so the idea is to perform some kind of a non-linear optimization and update the weights of the matrix M to