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Recognizing Multitasked Activities using Stochastic Context-Free Grammar (2001)  (Make Corrections)  (5 citations)
Darnell Moore, Irfan Essa



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Abstract: In this paper, we present techniques for characterizing complex, multi-tasked activities that require both exemplars and models. Exemplars are used to represent object context, image features, and motion appearances to label domainspecific events. Then, by representing each event with a unique symbol, a sequence of interactions can be described as an ordered symbolic string. A model of stochastic contextfree grammar, which is developed using underlying rules of an activity, provides the... (Update)

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.... e.g. natural language, XML, DNA sequences 00] handwriting [FST98] plan recognition [BVW00] visual action recogntion [IB00, ME01, Hoe01], and spatial navigation [TRM01, BVW01] HHMMs are less expressive than stochastic context free grammars (SCFGs) since they only...

.... and complex activities are represented as a hierarchical combination of simpler activities conditioned on various temporal constraints[15, 11, 16]. To a large extend, research in this direction has been bogged down by two fundamental problems. First, we are limited in our...

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BibTeX entry:   (Update)

D. Moore and I. Essa. Recognizing multitasked activities using stochastic context-free grammar. In CVPR Workshop on Models vs Exemplars in Computer Vision, 2001. http://citeseer.ist.psu.edu/moore01recognizing.html   More

@misc{ moore01recognizing,
  author = "D. Moore and I. Essa",
  title = "Recognizing multitasked activities using stochastic context-free grammar",
  text = "D. Moore and I. Essa. Recognizing multitasked activities using stochastic
    context-free grammar. In CVPR Workshop on Models vs Exemplars in Computer
    Vision, 2001.",
  year = "2001",
  url = "citeseer.ist.psu.edu/moore01recognizing.html" }
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100   Recognizing human action in time-sequential images using a h.. (context) - Yamato, Ohya et al.
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39   Recognition of visual activities and interactions by stochas.. (context) - Ivanov, Bobick - 2000
27   Exploiting human actions and object context for recognition .. - Moore, Essa et al. - 1999
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3   Vision-Based Recognition of Action using Context - Moore - 2000
3   Context management for human activity recognition (context) - Moore, Essa et al. - 1999



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