A closer look at Faster R-CNN for vehicle detection

@article{Fan2016ACL,
  title={A closer look at Faster R-CNN for vehicle detection},
  author={Quanfu Fan and Lisa M. Brown and John Smith},
  journal={2016 IEEE Intelligent Vehicles Symposium (IV)},
  year={2016},
  pages={124-129}
}
Faster R-CNN achieves state-of-the-art performance on generic object detection. However, a simple application of this method to a large vehicle dataset performs unimpressively. In this paper, we take a closer look at this approach as it applies to vehicle detection. We conduct a wide range of experiments and provide a comprehensive analysis of the underlying structure of this model. We show that through suitable parameter tuning and algorithmic modification, we can significantly improve the… CONTINUE READING

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