A framework for activity-specific human identification

@article{Kale2002AFF,
  title={A framework for activity-specific human identification},
  author={Amit A. Kale and Naresh P. Cuntoor and Rama Chellappa},
  journal={2002 IEEE International Conference on Acoustics, Speech, and Signal Processing},
  year={2002},
  volume={4},
  pages={IV-3660-IV-3663}
}
In this paper we propose a view based approach to recognize humans when engaged in some activity. The width of the outer contour of the binarized silhouette of a walking person is chosen as the image feature. A set of exemplars that occur during an activity cycle is chosen for each individual. Using these exemplars a lower dimensional Frame to Exemplar Distance (FED) vector is generated. A continuous HMM is trained using several such FED vector sequences. This methodology serves to compactly… CONTINUE READING
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