Mitigating Racial Biases for Machine Learning Based Skin Cancer Detection

Author:

Abhari Julian1ORCID,Ashok Ashwin2ORCID

Affiliation:

1. University of Tulsa, Tulsa, USA

2. Computer Science, Georgia State University, Atlanta, GEORGIA, United States of America

Publisher

ACM

Reference16 articles.

1. [n. d.]. AI is transforming medicine - but it can only work with proper sharing of data. https://theconversation.com/ai-is-transforming-medicine-but-it-can-only-work-with-proper-sharing-of-data-129515. Accessed: 2023-08-09. [n. d.]. AI is transforming medicine - but it can only work with proper sharing of data. https://theconversation.com/ai-is-transforming-medicine-but-it-can-only-work-with-proper-sharing-of-data-129515. Accessed: 2023-08-09.

2. 2023. Skin Cancer Facts and Statistics. http://www.skincancer.org/skin-cancer-information/skin-cancer-facts. 2023. Skin Cancer Facts and Statistics. http://www.skincancer.org/skin-cancer-information/skin-cancer-facts.

3. Addressing algorithmic bias and the perpetuation of health inequities: An AI bias aware framework

4. Bell. 2023. 4 steps to detecting skin cancer early. https://www.centerforsurgicaldermatology.com/4-steps-to-detecting-skin-cancer-early/#:~:text=In%20fact%2C%20one%20in%20two diagnosed%20and%20treated%20early%20enough Bell. 2023. 4 steps to detecting skin cancer early. https://www.centerforsurgicaldermatology.com/4-steps-to-detecting-skin-cancer-early/#:~:text=In%20fact%2C%20one%20in%20two diagnosed%20and%20treated%20early%20enough

5. Jack Breen , Kieran Zucker , Nicolas M. Orsi , and Nishant Ravikumar . 2022. Assessing domain adaptation techniques for mitosis detection in multi-scanner breast cancer histopathology images. Biomedical Image Registration, Domain Generalisation and Out-of-Distribution Analysis ( 2022 ), 14--22. Jack Breen, Kieran Zucker, Nicolas M. Orsi, and Nishant Ravikumar. 2022. Assessing domain adaptation techniques for mitosis detection in multi-scanner breast cancer histopathology images. Biomedical Image Registration, Domain Generalisation and Out-of-Distribution Analysis (2022), 14--22.

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