Discovering affective regions in deep convolutional neural networks for visual sentiment prediction

@article{Sun2016DiscoveringAR,
  title={Discovering affective regions in deep convolutional neural networks for visual sentiment prediction},
  author={Ming Sun and Jufeng Yang and Kai Wang and Hui Shen},
  journal={2016 IEEE International Conference on Multimedia and Expo (ICME)},
  year={2016},
  pages={1-6}
}
In this paper, we address the problem of automatically recognizing emotions in still images. While most of current work focus on improving whole-image representations using CNNs, we argue that discovering affective regions and supplementing local features will boost the performance, which is inspired by the observation that both global distributions and salient objects carry massive sentiments. We propose an algorithm to discover affective regions via deep framework, in which we use an off-the… CONTINUE READING

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