Uncover This Tech Term: Uncertainty Quantification for Deep Learning
Author:
Affiliation:
1. Artificial Intelligence Laboratory, Department of Radiology, Mayo Clinic, Rochester, MN, USA.
Publisher
XMLink
Link
https://kjronline.org/pdf/10.3348/kjr.2024.0108
Reference18 articles.
1. ChatGPT and Other Large Language Models Are Double-edged Swords
2. Quantifying Uncertainty in Deep Learning of Radiologic Images
3. On calibration of modern neural networks. accessed on January 1, 2024. Available at: http://proceedings.mlr.press/v70/guo17a.html
4. Conformal Prediction: A Gentle Introduction
5. Simple and scalable predictive uncertainty estimation using deep ensembles. accessed on January 1, 2024. Available at: https://proceedings.neurips.cc/paper_files/paper/2017/hash/9ef2ed4b7fd2c810847ffa5fa85bce38-Abstract.html
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1. Differentiation of glioblastoma from solitary brain metastasis using deep ensembles: Empirical estimation of uncertainty for clinical reliability;Computer Methods and Programs in Biomedicine;2024-09
2. Deep Conformal Supervision: a comparative study;2024-03-28
3. Caveats in Using Abnormality/Probability Scores from Artificial Intelligence Algorithms: Neither True Probability nor Level of Trustworthiness;Korean Journal of Radiology;2024
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