Literature DB >> 31772508

Age Regression from Faces Using Random Forests.

Albert Montillo1, Haibin Ling2.   

Abstract

Predicting the age of a person through face image analysis holds the potential to drive an extensive array of real world applications from human computer interaction and security to advertising and multimedia. In this paper the first application of the random forest for age regression is proposed. This method offers the advantage of few parameters that are relatively easy to initialize. Our method learns salient anthropometric quantities without a prior model. Significant implications include a dramatic reduction in training time while maintaining high regression accuracy throughout human development.

Entities:  

Keywords:  age regression; learning; random forest

Year:  2010        PMID: 31772508      PMCID: PMC6879191          DOI: 10.1109/ICIP.2009.5414103

Source DB:  PubMed          Journal:  Proc Int Conf Image Proc        ISSN: 1522-4880


  5 in total

1.  Aging faces as viscal-elastic events: implications for a theory of nonrigid shape perception.

Authors:  J B Pittenger; R E Shaw
Journal:  J Exp Psychol Hum Percept Perform       Date:  1975-11       Impact factor: 3.332

2.  Face verification across age progression.

Authors:  Narayanan Ramanathan; Rama Chellappa
Journal:  IEEE Trans Image Process       Date:  2006-11       Impact factor: 10.856

3.  Automatic age estimation based on facial aging patterns.

Authors:  Xin Geng; Zhi-Hua Zhou; Kate Smith-Miles
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2007-12       Impact factor: 6.226

4.  Image-based human age estimation by manifold learning and locally adjusted robust regression.

Authors:  Guodong Guo; Yun Fu; Charles R Dyer; Thomas S Huang
Journal:  IEEE Trans Image Process       Date:  2008-07       Impact factor: 10.856

5.  Comparing different classifiers for automatic age estimation.

Authors:  Andreas Lanitis; Chrisina Draganova; Chris Christodoulou
Journal:  IEEE Trans Syst Man Cybern B Cybern       Date:  2004-02
  5 in total
  2 in total

1.  CA-XTree: Age Estimation of Grouped Gradient Regression Tree with Local Channel Attention.

Authors:  Xiaoding Lu; Zhengyou Wang; Yanhui Xia; Shanna Zhuang
Journal:  Comput Intell Neurosci       Date:  2022-05-28

2.  Manifold-valued Dirichlet Processes.

Authors:  Hyunwoo J Kim; Jia Xu; Baba C Vemuri; Vikas Singh
Journal:  JMLR Workshop Conf Proc       Date:  2015-07
  2 in total

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