Uncertainty-Informed Active Learning Using Monte Carlo Dropout for Risk Stratification in Carotid Ultrasound Imaging

Ganitidis, Theofanis, Athanasiou, Maria, Nikita, Konstantina S..

2024 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI), 2024.

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BibTeX

@conference {p631,
	author = {Ganitidis, Theofanis and Athanasiou, Maria and Nikita, Konstantina S.},
	booktitle = {2024 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI)},
	citation-key = {10913500},
	doi = {10.1109/BHI62660.2024.10913500},
	keywords = {Deep learning;Uncertainty;Monte Carlo methods;Ultrasonic imaging;Active learning;Estimation;Predictive models;Robustness;Labeling;Cardiovascular diseases;Deep learning;Monte Carlo dropout;Uncertainty estimation;Active learning;Cardiovascular risk predicti},
	pages = {1-7},
	title = {Uncertainty-Informed Active Learning Using Monte Carlo Dropout for Risk Stratification in Carotid Ultrasound Imaging},
	type = {conference},
	year = {2024}
}