Search Results for author: James A. Diao

Found 3 papers, 1 papers with code

Accuracy of a Vision-Language Model on Challenging Medical Cases

1 code implementation9 Nov 2023 Thomas Buckley, James A. Diao, Adam Rodman, Arjun K. Manrai

Conclusions: GPT-4V outperformed human respondents on challenging medical cases and was able to synthesize information from both images and text, but performance deteriorated when images were added to highly informative text.

Language Modelling

Augmenting medical image classifiers with synthetic data from latent diffusion models

no code implementations23 Aug 2023 Luke W. Sagers, James A. Diao, Luke Melas-Kyriazi, Matthew Groh, Pranav Rajpurkar, Adewole S. Adamson, Veronica Rotemberg, Roxana Daneshjou, Arjun K. Manrai

While hundreds of artificial intelligence (AI) algorithms are now approved or cleared by the US Food and Drugs Administration (FDA), many studies have shown inconsistent generalization or latent bias, particularly for underrepresented populations.

Attribute Image Generation

Improving dermatology classifiers across populations using images generated by large diffusion models

no code implementations23 Nov 2022 Luke W. Sagers, James A. Diao, Matthew Groh, Pranav Rajpurkar, Adewole S. Adamson, Arjun K. Manrai

Dermatological classification algorithms developed without sufficiently diverse training data may generalize poorly across populations.

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