Corpus ID: 67749964

Adaptive Cross-Modal Few-Shot Learning

@article{Xing2019AdaptiveCF,
  title={Adaptive Cross-Modal Few-Shot Learning},
  author={Chen Xing and N. Rostamzadeh and Boris N. Oreshkin and Pedro H. O. Pinheiro},
  journal={ArXiv},
  year={2019},
  volume={abs/1902.07104}
}

Chen Xing, N. Rostamzadeh, +1 author Pedro H. O. Pinheiro

Published 2019

Computer Science, Mathematics

ArXiv

Metric-based meta-learning techniques have successfully been applied to few-shot classification problems. In this paper, we propose to leverage cross-modal information to enhance metric-based few-shot learning methods. Visual and semantic feature spaces have different structures by definition. For certain concepts, visual features might be richer and more discriminative than text ones. While for others, the inverse might be true. Moreover, when the support from visual information is limited in… CONTINUE READING

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