Scene Parsing With Integration of Parametric and Non-Parametric Models

@article{Shuai2016ScenePW,
  title={Scene Parsing With Integration of Parametric and Non-Parametric Models},
  author={Bing Shuai and Zhen Zuo and Gang Wang and Bing Wang},
  journal={IEEE Transactions on Image Processing},
  year={2016},
  volume={25},
  pages={2379-2391}
}
We adopt convolutional neural networks (CNNs) to be our parametric model to learn discriminative features and classifiers for local patch classification. Based on the occurrence frequency distribution of classes, an ensemble of CNNs (CNN-Ensemble) are learned, in which each CNN component focuses on learning different and complementary visual patterns. The local beliefs of pixels are output by CNN-Ensemble. Considering that visually similar pixels are indistinguishable under local context, we… CONTINUE READING
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