===== Deep Convolutional Networks for Scene Parsing =====

//Abstract//:
We propose a deep learning strategy for scene
parsing, i.e. to asssign a class label to each
pixel of an image. We investigate the use
of deep convolutional network for modeling
the complex scene label structures, relying on
a supervised greedy learning strategy. Compared 
to standard approaches based on CRFs, our 
strategy does not need hand-crafted features, 
allows modeling more complex spatial
dependencies and has a lower inference cost.
Experiments over the MSRC benchmark and
the LabelMe dataset show the eectiveness of
our approach

<box 99% orange>
David Grangier, Léon Bottou and Ronan Collobert:  //**Deep Convolutional Networks for Scene Parsing**//, ICML 2009 Workshop on Learning Feature Hierarchies, June 2009.

[[http://leon.bottou.org/publications/djvu/icml-dw-2009.djvu|icml-dw-2009.djvu]]
[[http://leon.bottou.org/publications/pdf/icml-dw-2009.pdf|icml-dw-2009.pdf]]
[[http://leon.bottou.org/publications/psgz/icml-dw-2009.ps.gz|icml-dw-2009.ps.gz]]
</box>

  @misc{grangier-bottou-collobert-2009,
    author = {Grangier, David and Bottou, L\'{e}on and Collobert, Ronan},
    title = {Deep Convolutional Networks for Scene Parsing},
    howpublished = {ICML 2009 Workshop on Learning Feature Hierarchies},
    month = {June},
    year = {2009},
    url = {http://leon.bottou.org/papers/grangier-bottou-collobert-2009},
  }


===== Notes =====

  * Parsing examples are available at [[http://david.grangier.info/scene_parsing]]

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