Browsing SoC Research Publications by Author "Siddiqui, Hera"

Now showing items 1-3 of 3

    • An examination of bias of facial analysis based BMI prediction models 

      Siddiqui, Hera; Rattani, Ajita; Ricanek, Karl; Hill, Twyla (IEEE, 2022-06-19)
      Obesity is one of the most important public health problems that the world is facing today. A recent trend is in the development of intervention tools that predict BMI using facial images for weight monitoring and management ...

    • A survey on machine and deep learning models for childhood and adolescent obesity 

      Siddiqui, Hera; Rattani, Ajita; Woods, Nikki Keene; Cure, Laila; Lewis, Rhonda K.; Twomey, Janet M.; Smith-Campbell, Betty; Hill, Twyla J. (IEEE, 2021-11-25)
      Childhood and adolescent obesity is a serious health problem that is on the rise at the global level. Earlier, certain diseases such as Type 2 diabetes, high blood pressure, and heart disease affected only adults, but now ...

    • Toward on-device weight monitoring from selfie face images using smartphones 

      Siddiqui, Hera; Rattani, Ajita; Cure, Laila; Woods, Nikki Keene; Lewis, Rhonda K.; Twomey, Janet M.; Smith-Campbell, Betty; Hill, Twyla J. (Springer, 2022-02-24)
      Obesity is a serious health problem that is on the rise at the global level. Recent studies suggest that BMI can be inferred from facial images using deep learning-based convolutional neural networks (CNNs) for obesity ...