Human Tracking Using Convolutional Neural Networks

@article{Fan2010HumanTU,
  title={Human Tracking Using Convolutional Neural Networks},
  author={Jialue Fan and Wei Xu and Ying Wu and Yihong Gong},
  journal={IEEE Transactions on Neural Networks},
  year={2010},
  volume={21},
  pages={1610-1623}
}
In this paper, we treat tracking as a learning problem of estimating the location and the scale of an object given its previous location, scale, as well as current and previous image frames. Given a set of examples, we train convolutional neural networks (CNNs) to perform the above estimation task. Different from other learning methods, the CNNs learn both spatial and temporal features jointly from image pairs of two adjacent frames. We introduce multiple path ways in CNN to better fuse local… CONTINUE READING
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