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This article examines the relationship between functional features, deep neural network (DNN) features, and behavior. It was found that both functional and DNN features explain behavior, with DNN features contributing unique variance to behavior. Additionally, DNN features explain a large part of behavior, and contribute to brain activation patterns in scene regions. The results of this study suggest that both functional and DNN features are important for understanding behavior.