Label Refinement Network for Coarse-to-Fine Semantic Segmentation

  title={Label Refinement Network for Coarse-to-Fine Semantic Segmentation},
  author={Md. Amirul Islam and Shujon Naha and Mrigank Rochan and Neil D. B. Bruce and Yang Wang},
We consider the problem of semantic image segmentation using deep convolutional neural networks. We propose a novel network architecture called the label refinement network that predicts segmentation labels in a coarse-to-fine fashion at several resolutions. The segmentation labels at a coarse resolution are used together with convolutional features to obtain finer resolution segmentation labels. We define loss functions at several stages in the network to provide supervisions at different… CONTINUE READING
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