Before revision:  We present a supervised learning method, despite not knowing the ground truth from the beginning, based on training a neural network to learn how to restore any hidden region of colposcopic images.
After revision:  For overcoming the fact that the ground truth corresponding to the specular reflection regions is always unknown, the new strategy proposes the supervised training of a neural network to learn how to restore any hidden region of colposcopic images.