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Generative models improve fairness of medical classifiers under distribution shifts

Medicine and Health

Generative models improve fairness of medical classifiers under distribution shifts

I. Ktena, O. Wiles, et al.

Recent research by Ira Ktena and colleagues at Google DeepMind reveals that generative AI, particularly diffusion models, can significantly enhance the performance of machine learning in healthcare. By generating synthetic data to bolster underrepresented groups in medical imaging, this study showcases improvements in diagnostic accuracy and fairness across multiple modalities.... show more
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Citations
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Influential Citations
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Note: The citation metrics presented here have been sourced from Semantic Scholar and OpenAlex.

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