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Multi-ethnical Chinese facial characterization and analysis

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22 January 2021 Editor’s Note: Concerns have been raised about the ethics approval and informed consent procedures related to the research reported in this paper. Editorial action will be taken as appropriate once an investigation of the concerns is complete and all parties have been given an opportunity to respond in full.

Abstract

Facial image based characterization and analysis of ethnicity, which is an important index of human demography, have become increasingly popular in the research areas of pattern recognition, computer vision, and machine learning. Many applications, such as face recognition and facial expression recognition, are affected by ethnicity information of individuals. In this study, we first create a human face database, which focuses on human ethnicity information and includes individuals from eight ethnic groups in China. This dataset can be used to conduct psychological experiments or evaluate the performance of computational algorithms. To evaluate the usefulness of this created dataset, some critical landmarks of these face images are detected and three types of features are extracted as ethnicity representations. Next, the ethnicity manifolds are learnt to demonstrate the discriminative power of the extracted features. Finally, ethnicity classifications with different popular classifiers are conducted on the constructed database, and the results indicate the effectiveness of the proposed features.

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  • 22 January 2021

    Editor’s Note: Concerns have been raised about the ethics approval and informed consent procedures related to the research reported in this paper. Editorial action will be taken as appropriate once an investigation of the concerns is complete and all parties have been given an opportunity to respond in full.

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Acknowledgements

This work is sponsored by Natural Science Foundation of China (61370146, 61672132), National Science and Technology Support Program (2013BAJ07B02) and Science & Technology Project of Liaoning Province (No.2013405003).

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Authors and Affiliations

  1. Institute of System Science, Northeastern University, Shenyang, China

    Cunrui Wang & Qingling Zhang

  2. Dalian Key Lab of Digital Technology for National Culture, Dalian Nationalities University, Dalian, China

    Cunrui Wang & Xiaodong Duan

  3. Key Laboratory of Educational Informatization for Nationalities, Yunnan Normal University, 650500, Kunming, China

    Jianhou Gan

Authors
  1. Cunrui Wang
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  2. Qingling Zhang
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  3. Xiaodong Duan
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  4. Jianhou Gan
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Correspondence to Xiaodong Duan.

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Wang, C., Zhang, Q., Duan, X. et al. Multi-ethnical Chinese facial characterization and analysis. Multimed Tools Appl 77, 30311–30329 (2018). https://doi.org/10.1007/s11042-018-6018-1

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  • DOI: https://doi.org/10.1007/s11042-018-6018-1

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