Corpus ID: 4071727

OverFeat: Integrated Recognition, Localization and Detection using Convolutional Networks

@article{Sermanet2014OverFeatIR,
  title={OverFeat: Integrated Recognition, Localization and Detection using Convolutional Networks},
  author={Pierre Sermanet and D. Eigen and X. Zhang and Micha{\"e}l Mathieu and R. Fergus and Y. LeCun},
  journal={CoRR},
  year={2014},
  volume={abs/1312.6229}
}
We present an integrated framework for using Convolutional Networks for classification, localization and detection. [...] Key Method We also introduce a novel deep learning approach to localization by learning to predict object boundaries. Bounding boxes are then accumulated rather than suppressed in order to increase detection confidence. We show that different tasks can be learned simultaneously using a single shared network. This integrated framework is the winner of the localization task of the ImageNet…Expand
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