Person Identification in Webcam Images : An Application of Semi-Supervised Learning

@inproceedings{Balcan2005PersonII,
  title={Person Identification in Webcam Images : An Application of Semi-Supervised Learning},
  author={Maria-Florina Balcan and A. Blum and Patrick Pakyan Choi and John D. Lafferty and Brian Pantano},
  year={2005}
}
An application of semi-supervised learning is made to the problem of person identification in low quality webcam images. Using a set of images of ten people collected over a period of four months, the person identification task is posed as a graph-based semi-supervised learning problem, where only a few training images are labeled. The importance of domain knowledge in graph construction is discussed, and experiments are presented that clearly show the advantage of semi-supervised learning over… CONTINUE READING
Highly Cited
This paper has 78 citations. REVIEW CITATIONS
53 Citations
13 References
Similar Papers

Citations

Publications citing this paper.
Showing 1-10 of 53 extracted citations

79 Citations

051015'08'11'14'17
Citations per Year
Semantic Scholar estimates that this publication has 79 citations based on the available data.

See our FAQ for additional information.

References

Publications referenced by this paper.

Similar Papers

Loading similar papers…