Adaptive Nonparametric Image Parsing

@article{Nguyen2015AdaptiveNI,
  title={Adaptive Nonparametric Image Parsing},
  author={Tam V. Nguyen and Canyi Lu and Jose Sepulveda and Shuicheng Yan},
  journal={IEEE Transactions on Circuits and Systems for Video Technology},
  year={2015},
  volume={25},
  pages={1565-1575}
}
In this paper, we present an adaptive nonparametric solution to the image parsing task, namely, annotating each image pixel with its corresponding category label. For a given test image, first, a locality-aware retrieval set is extracted from the training data based on superpixel matching similarities, which are augmented with feature extraction for better differentiation of local superpixels. Then, the category of each superpixel is initialized by the majority vote of the k -nearest-neighbor… CONTINUE READING
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