sentence1: liu et al proposed to combine graphical models in the form of a conditional random field with a cnn to improve the accuracy of monocular depth estimation .
sentence2: liu et al use a unified deep convolutional neural fields framework based on the combination of a cnn and conditional random field to regress depth from monocular color images of various scenes .