Learning appearance manifolds from video

@article{Rahimi2005LearningAM,
  title={Learning appearance manifolds from video},
  author={Ali Rahimi and Benjamin Recht and Trevor Darrell},
  journal={2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05)},
  year={2005},
  volume={1},
  pages={868-875 vol. 1}
}
The appearance of dynamic scenes is often largely governed by a latent low-dimensional dynamic process. We show how to learn a mapping from video frames to this low-dimensional representation by exploiting the temporal coherence between frames and supervision from a user. This function maps the frames of the video to a low-dimensional sequence that evolves according to Markovian dynamics. This ensures that the recovered low-dimensional sequence represents a physically meaningful process. We… CONTINUE READING
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