Learning appearance manifolds from video

  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)},
  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
Highly Cited
This paper has 113 citations. REVIEW CITATIONS


Publications citing this paper.

113 Citations

Citations per Year
Semantic Scholar estimates that this publication has 113 citations based on the available data.

See our FAQ for additional information.