Boosting AI-Generated Biomedical Images with Confidence through Advanced Statistical Inference
利用统计推断增强 AI 生成生物医学图像的可信度
Generative artificial intelligence (AI) has transformed the biomedical imaging field through image synthesis, addressing challenges of data availability, privacy, and diversity in biomedical research. This paper proposes a novel nonparametric method within the functional data framework to discern significant differences between the mean and covariance functions of original and synthetic biomedical imaging data, thereby enhancing the fidelity and utility of synthetic data.…