Because the second-order partial differential equations (PDE) have the staircase effect and the fourth-order PDEs can alleviate this effect, a model based on the fourth-order PDEs was proposed for multiplicative noise removal. An alternating minimization algorithm was established to find the solution of the model. Some experimental examples were given to prove the effectiveness of the proposed model.