Engineering Deep Representations for Modeling Aesthetic Perception.

Many aesthetic models in multimedia and computer vision suffer from two shortcomings: 1) the low descriptiveness and interpretability1 of the hand-crafted aesthetic criteria (i.e., fail to indicate region-level aesthetics) and 2) the difficulty of engineering aesthetic features adaptively and automatically toward different image sets. To remedy these problems, we develop a deep architecture to lea...