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Selection: Bala:K [1 article] 

Publications by author Bala:K.
 

Inside-outside net: detecting objects in context with skip pooling and recurrent neural networks

  
In 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2016) (2016), pp. 2874-2883, https://doi.org/10.1109/CVPR.2016.314

Abstract

It is well known that contextual and multi-scale representations are important for accurate visual recognition. In this paper we present the Inside-Outside Net (ION), an object detector that exploits information both inside and outside the region of interest. Contextual information outside the region of interest is integrated using spatial recurrent neural networks. Inside, we use skip pooling to extract information at multiple scales and levels of abstraction. Through extensive experiments we evaluate the design space and provide readers with an overview of what tricks of the trade are ...

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