Multi-label Image Classification with A Probabilistic Label Enhancement Model

@inproceedings{Li2014MultilabelIC,
  title={Multi-label Image Classification with A Probabilistic Label Enhancement Model},
  author={Xin Li and Feipeng Zhao and Yuhong Guo},
  booktitle={UAI},
  year={2014}
}
In this paper, we present a novel probabilistic label enhancement model to tackle multi-label image classification problem. Recognizing multiple objects in images is a challenging problem due to label sparsity, appearance variations of the objects and occlusions. We propose to tackle these difficulties from a novel perspective by constructing auxiliary labels in the output space. Our idea is to exploit label combinations to enrich the label space and improve the label identification capacity in… CONTINUE READING
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