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Fusing continuous spectral images for face recognition under indoor and outdoor illuminants

机译:融合连续光谱图像以在室内和室外光源下识别人脸

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摘要

Novel image fusion approaches, including physics-based weighted fusion, illumination adjustment and rank-based decision level fusion, for spectral face images are proposed for improving face recognition performance compared to conventional images. A new multispectral imaging system is briefly presented which can acquire continuous spectral face images for our concept proof with fine spectral resolution in the visible spectrum. Several experiments are designed and validated by calculating the cumulative match characteristics of probe sets via the well-known recognition engine-Facelt~?. Experimental results demonstrate that proposed fusion methods outperform conventional images when gallery and probes are acquired under different illuminations and with different time lapses. In the case where probe images are acquired outdoors under different daylight situations, the fused images outperform conventional images by up to 78%.
机译:提出了针对光谱面部图像的新型图像融合方法,包括基于物理学的加权融合,照度调整和基于等级的决策级融合,与传统图像相比,可改善面部识别性能。简要介绍了一个新的多光谱成像系统,该系统可以获取连续的光谱人脸图像以证明我们的概念,并在可见光谱中具有良好的光谱分辨率。通过使用众所周知的识别引擎Facelt?计算探针集的累积匹配特性,设计并验证了几个实验。实验结果表明,当在不同的照明条件下以及不同的时间间隔下获取画廊和探测器时,所提出的融合方法优于传统图像。在不同日光下在户外采集探头图像的情况下,融合图像的性能比传统图像高出78%。

著录项

  • 来源
    《Machine Vision and Applications》 |2010年第2期|201-215|共15页
  • 作者单位

    Imaging, Robotics and Intelligent Systems (IRIS) Lab, The University of Tennessee, Knoxville, 1508 Middle Drive, Ferris Hall, Rm. 334, Knoxville, TN 37996-2100, USA;

    Imaging, Robotics and Intelligent Systems (IRIS) Lab, The University of Tennessee, Knoxville, 1508 Middle Drive, Ferris Hall, Rm. 334, Knoxville, TN 37996-2100, USA;

    Imaging, Robotics and Intelligent Systems (IRIS) Lab, The University of Tennessee, Knoxville, 1508 Middle Drive, Ferris Hall, Rm. 334, Knoxville, TN 37996-2100, USA;

    Imaging, Robotics and Intelligent Systems (IRIS) Lab, The University of Tennessee, Knoxville, 1508 Middle Drive, Ferris Hall, Rm. 334, Knoxville, TN 37996-2100, USA;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    multispectral imaging; face recognition; image fusion; principle component analysis; wavelet transform;

    机译:多光谱成像人脸识别;图像融合主成分分析;小波变换;

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