To solve the problem of relative camera pose estimation. a method using optimization with respect to the manifold is proposed. Firstly from maximum-a-posteriori (MAP) model to nonlinear least squares (NLS) model. the general state estimation model using optimization is derived. https://jalyttlers.shop/product-category/clothes-line/