Sign Language Recognition: Working With Limited Corpora (bibtex)
by Helen Cooper, Richard Bowden
Abstract:
The availability of video format sign language corpora limited. This leads to a desire for techniques which do not rely on large, fully-labelled datasets. This paper covers various methods for learning sign either from small data sets or from those without ground truth labels. To avoid non-trivial tracking issues; sign detection is investigated using volumetric spatio-temporal features. Following this the advantages of recognising the component parts of sign rather than the signs themselves is demonstrated and finally the idea of using a weakly labelled data set is considered and results shown for work in this area.
Reference:
Helen Cooper, Richard Bowden, "Sign Language Recognition: Working With Limited Corpora", In Proceedings of the International Conference on Universal Access in Human-Computer Interaction. Addressing Diversity, vol. 1, San Diego, CA, USA, pp. 472 - 481, 2009.
Bibtex Entry:
@INPROCEEDINGS{Cooper_Sign_2009,
  author = {Helen Cooper and Richard Bowden},
  title = {Sign Language Recognition: Working With Limited Corpora},
  booktitle = {Proceedings of the International Conference on Universal Access in
	Human-Computer Interaction. Addressing Diversity},
  year = {2009},
  volume = {1},
  pages = {472 -- 481},
  address = {San Diego, CA, USA},
  month = jul # { 19 -- 24},
  abstract = {The availability of video format sign language corpora limited. This
	leads to a desire for techniques which do not rely on large, fully-labelled
	datasets. This paper covers various methods for learning sign either
	from small data sets or from those without ground truth labels. To
	avoid non-trivial tracking issues; sign detection is investigated
	using volumetric spatio-temporal features. Following this the advantages
	of recognising the component parts of sign rather than the signs
	themselves is demonstrated and finally the idea of using a weakly
	labelled data set is considered and results shown for work in this
	area.},
  doi = {10.1007/978-3-642-02713-0_50},
  url = {http://personal.ee.surrey.ac.uk/Personal/H.Cooper/research/papers/SignLanguageRecognitionWorkingWithLimitedCorpora.pdf}
}
Powered by bibtexbrowser