Putting the pieces together: Connected Poselets for Human Pose Estimation (bibtex)
by Brian Holt, Eng-Jon Ong, Helen Cooper, Richard Bowden
Abstract:
We propose a novel hybrid approach to static pose estimation called Connected Poselets. This representation combines the best aspects of part-based and example-based estimation. First detecting poselets extracted from the training data; our method then applies a modified Random Decision Forest to identify Poselet activations. By combining keypoint predictions from poselet activitions within a graphical model, we can infer the marginal distribution over each keypoint without any kinematic constraints. Our approach is demonstrated on a new publicly available dataset with promising results.
Reference:
Brian Holt, Eng-Jon Ong, Helen Cooper, Richard Bowden, "Putting the pieces together: Connected Poselets for Human Pose Estimation", In Proceedings of the IEEE International Conference on Computer Vision Workshop : Consumer Depth Cameras for Computer Vision, 2011.
Bibtex Entry:
@INPROCEEDINGS{Holt_Putting_2011,
  author = {Brian Holt and Eng-Jon Ong and Helen Cooper and Richard Bowden},
  title = {Putting the pieces together: Connected Poselets for Human Pose Estimation},
  booktitle = {Proceedings of the IEEE International Conference on Computer Vision
	Workshop : Consumer Depth Cameras for Computer Vision},
  year = {2011},
  month = nov,
  abstract = {We propose a novel hybrid approach to static pose estimation called
	Connected Poselets. This representation combines the best aspects
	of part-based and example-based estimation. First detecting poselets
	extracted from the training data; our method then applies a modified
	Random Decision Forest to identify Poselet activations. By combining
	keypoint predictions from poselet activitions within a graphical
	model, we can infer the marginal distribution over each keypoint
	without any kinematic constraints. Our approach is demonstrated on
	a new publicly available dataset with promising results.},
  url = {http://personal.ee.surrey.ac.uk/Personal/B.Holt/publications/Holt2011Putting.pdf}
}
Powered by bibtexbrowser