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This paper is in the following e-collection/theme issue:

Viewpoints and Perspectives (624) Surgery, Trauma and Surgical Sciences (237) Artificial Intelligence (2506) Systemic Racism and Racial Bias in Health Care and Society (140) Artificial Intelligence in Surgery and Perioperative Medicine (56) Ethical, Legal, and Social Issues in AI (145)

Published on in Vol 28 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/95452, first published .
Woman's face illuminated by a blue medical light, side profile

Training AI Models for Aesthetic Facial Evaluation: Focused Review and Framework to Mitigate Homogenizing Bias

Training AI Models for Aesthetic Facial Evaluation: Focused Review and Framework to Mitigate Homogenizing Bias

Authors of this article:

Anisha R Kumar1, 2 Author Orcid Image ;   Lav R Varshney2 Author Orcid Image
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Anisha R Kumar   1, 2 , MD ;   Lav R Varshney   2 , PhD

1 Division of Otolaryngology, Department of Surgery, Stony Brook University, Stony Brook, NY, United States

2 AI Innovation Institute, Stony Brook University, Stony Brook, NY, United States

Corresponding Author:

  • Anisha R Kumar, MD
  • Division of Otolaryngology, Department of Surgery
  • Stony Brook University
  • 101 Nicolls Road
  • Stony Brook, NY 11790
  • United States
  • Phone: 1 (631) 444-7875
  • Email: arkumar@post.harvard.edu