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papers:grangier-bottou-collobert-2009 [2013/11/24 16:09] leonb created |
papers:grangier-bottou-collobert-2009 [2013/11/24 16:16] (current) leonb [Notes] |
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| ===== Deep Convolutional Networks for Scene Parsing ===== | ===== Deep Convolutional Networks for Scene Parsing ===== | ||
| + | // | ||
| + | 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 e ectiveness of | ||
| + | our approach | ||
| <box 99% orange> | <box 99% orange> | ||
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| } | } | ||
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| + | ===== Notes ===== | ||
| + | |||
| + | * Parsing examples are available at [[http:// | ||
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| + | {{ spanishcity.jpg }} | ||