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Rotation invariant ellipsoid projection for domain transfer in human skin detection | IEEE Conference Publication | IEEE Xplore

Rotation invariant ellipsoid projection for domain transfer in human skin detection

Publisher: IEEE

Abstract:

Different datasets are often regarded as different domains where different data distributions exist in many pattern recognition systems. A typical problem is the differen...View more

Abstract:

Different datasets are often regarded as different domains where different data distributions exist in many pattern recognition systems. A typical problem is the different illumination conditions that need to be adapted in human skin detection. In this paper we present a method called rotation invariant ellipsoid projection (RIEP) to handle the domain transfer problem in the feature space. It uses two ellipsoids to represent the data distributions of the source and the target domains. The source ellipsoid will be projected to the target ellipsoid to complete the domain transfer. In this process the source ellipsoid does not rotate to keep the updated data avoiding distortion. We implement this model in human skin detection and observe better performance comparing to some existing methods.
Date of Conference: 19-21 October 2015
Date Added to IEEE Xplore: 03 December 2015
ISBN Information:
Publisher: IEEE
Conference Location: Xiamen, China

References

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