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Activity recognition results on UCF Sports and Holywood2

Table above shows the results, obtained on UCF Sports dataset (http://crcv.ucf.edu/data/UCF_Sports_Action.php). We report recognition rate with respect to the number...


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Computational efficiency and parallel implementation

The developed algorithms are computationally effective and the compositional processing pipeline is well-suited for implementation on massively parallel architectures. Many...


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Motion hierarchy structure

Our model is comprised of three processing stages, as shown in the Figure. The task of the lowest stage (layers...


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Server crash

After experiencing a total server failure, we are back online. We apologize for the inconvenience - we are still in...


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L1: motion features

Layer L1 provides an input to the compositional hierarchy. Motion, obtained in L0 is encoded using a small dictionary.


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Direct impact of the project for the economy and society

Successful realization of the project’s objectives will have a significant impact on the development of information technologies, and consequently the economy and the wider society. Direct relevance to the economy is obvious, as the successful development of new methods for rapid motion analysis will enable the development of many useful products based on observation of an individual’s motion. High­tech companies that build and offer services in the field of video surveillance could use the tools that we will develop within the project to improve their competitiveness. The same technology could be utilized by technologically innovative companies in the field of robotics and artificial cognitive systems, as well as companies that develop advanced human­machine interfaces. Technology, which will be developed within the project, will be ultimately applicable for the implementation of advanced techniques for indexing video databases in the context of motion information (e.g., video collection in media companies). The technology will enable the implementation of affordable smart sensors in telemedicine devices for reporting the unusual behavior. Such sensors, whose central part is an efficient motion analysis, will enable better and more independent life of an aging European population.

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