Taking a deeper look at pedestrians

@article{Hosang2015TakingAD,
  title={Taking a deeper look at pedestrians},
  author={Jan Hendrik Hosang and Mohamed Omran and Rodrigo Benenson and Bernt Schiele},
  journal={2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  year={2015},
  pages={4073-4082}
}
In this paper we study the use of convolutional neural networks (convnets) for the task of pedestrian detection. Despite their recent diverse successes, convnets historically underperform compared to other pedestrian detectors. We deliberately omit explicitly modelling the problem into the network (e.g. parts or occlusion modelling) and show that we can reach competitive performance without bells and whistles. In a wide range of experiments we analyse small and big convnets, their architectural… CONTINUE READING
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