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Classification based person identification in group living environment | IEEE Conference Publication | IEEE Xplore

Classification based person identification in group living environment


Abstract:

In this research, we investigated a method of person identification in closed indoor environment, such as office or laboratory, under the condition which the members chan...Show More

Abstract:

In this research, we investigated a method of person identification in closed indoor environment, such as office or laboratory, under the condition which the members change their clothes day-by-day. Furthermore, we did not assume any constraint to posture or location of people even if a face of a person cannot be seen. This is a challenging problem due to the change of their pose and clothes cause serious intra-person variation of appearance. To deal with this problem, we used a recent visual object classification method with commonly available RGB-D camera. In particular, we employed a classifier based approach using Fisher vector representation with weakly labeled image dataset. We built the person classifier and we validated the effectiveness of our approach by experiments.
Date of Conference: 15-17 December 2013
Date Added to IEEE Xplore: 24 March 2014
ISBN Information:
Conference Location: Kobe, Japan

References

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