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Face image interpretation with generative models is done by reconstructing the input image as well as possible. A comparison between the target and the model-generated image is complicated by the fact that faces are surrounded by background. The standard likelihood formulation only compares within the modeled face region. Through this restriction an unwanted but unavoidable background model appears...
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