Expertise-informed Generative AI Enables Ultra-High Data Efficiency for Building Generalist Medical Foundation Model

Abstract excerpt

<title>Abstract</title> <p>Generalist medical foundation models, pre-trained on massive medical datasets, have shown great potential as the next generation of medical artificial intelligence (AI). However, collecting millions of medical data is extremely expensive, time-consuming, and raises concerns over the high-risk leakage of sensitive private patient information. Here, we present a general framework that ena...

Topics

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• Algorithms
• Deep Learning
• Image Enhancement
• Image Processing, Computer-Assisted
• Phenotype
• Retina

Identifiers and source

Literature Corpus work

1cc874c7-0058-5b9b-a949-ef4b04bcb2f6

DOI

10.21203/rs.3.rs-3766549/v1