Action recognition in cluttered dynamic scenes using Pose-Specific Part Models

@article{Singh2011ActionRI,
  title={Action recognition in cluttered dynamic scenes using Pose-Specific Part Models},
  author={Vivek Kumar Singh and Ramakant Nevatia},
  journal={2011 International Conference on Computer Vision},
  year={2011},
  pages={113-120}
}
We present an approach to recognizing single actor human actions in complex backgrounds. We adopt a Joint Tracking and Recognition approach, which track the actor pose by sampling from 3D action models. Most existing such approaches require large training data or MoCAP to handle multiple viewpoints, and often rely on clean actor silhouettes. The action models in our approach are obtained by annotating keyposes in 2D, lifting them to 3D stick figures and then computing the transformation… CONTINUE READING
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