Classification of imbalanced oral cancer image data from high-risk population.

Journal: Journal of biomedical optics
Published Date:

Abstract

SIGNIFICANCE: Early detection of oral cancer is vital for high-risk patients, and machine learning-based automatic classification is ideal for disease screening. However, current datasets collected from high-risk populations are unbalanced and often have detrimental effects on the performance of classification.

Authors

  • Bofan Song
    The University of Arizona, Wyant College of Optical Sciences, Tucson, Arizona, United States.
  • Shaobai Li
    The University of Arizona, Wyant College of Optical Sciences, Tucson, Arizona, United States.
  • Sumsum Sunny
    Mazumdar Shaw Medical Centre, Bangalore, India.
  • Keerthi Gurushanth
    KLE Society Institute of Dental Sciences, Bangalore, India.
  • Pramila Mendonca
    Mazumdar Shaw Medical Foundation, Bangalore, India.
  • Nirza Mukhia
    KLE Society Institute of Dental Sciences, Bangalore, India.
  • Sanjana Patrick
    Biocon Foundation, Bangalore, India.
  • Shubha Gurudath
    KLE Society Institute of Dental Sciences, Bangalore, India.
  • Subhashini Raghavan
    KLE Society Institute of Dental Sciences, Bangalore, India.
  • Imchen Tsusennaro
    Christian Institute of Health Sciences and Research, Dimapur, India.
  • Shirley T Leivon
    Christian Institute of Health Sciences and Research, Dimapur, India.
  • Trupti Kolur
    Mazumdar Shaw Medical Foundation, Bangalore, India.
  • Vivek Shetty
    Department of Head and Neck Surgical Oncology, Narayana Hrudhayalaya Hospitals, Bangalore, Karnataka, India.
  • Vidya Bushan
    Mazumdar Shaw Medical Foundation, Bangalore, India.
  • Rohan Ramesh
    Christian Institute of Health Sciences and Research, Dimapur, India.
  • Tyler Peterson
    The University of Arizona, Wyant College of Optical Sciences, Tucson, Arizona, United States.
  • Vijay Pillai
    Department of Head and Neck Surgical Oncology, Narayana Hrudhayalaya Hospitals, Bangalore, Karnataka, India.
  • Petra Wilder-Smith
    University of California Beckman Laser Institute and Medical Clinic, Irvine, California, United States.
  • Alben Sigamani
    Mazumdar Shaw Medical Foundation, Bangalore, India.
  • Amritha Suresh
    Integrated Head and Neck Oncology Program, Mazumdar Shaw Centre for Translational Research, Bangalore, 560 099, India.
  • Moni Abraham Kuriakose
    Cochin Cancer Research Center, Kochi, India.
  • Praveen Birur
    KLE Society Institute of Dental Sciences, Bangalore, India.
  • Rongguang Liang