[HTML][HTML] A review of uncertainty estimation and its application in medical imaging

K Zou, Z Chen, X Yuan, X Shen, M Wang, H Fu - Meta-Radiology, 2023 - Elsevier
The use of AI systems in healthcare for the early screening of diseases is of great clinical
importance. Deep learning has shown great promise in medical imaging, but the reliability …

Uncertainty-inspired open set learning for retinal anomaly identification

M Wang, T Lin, L Wang, A Lin, K Zou, X Xu… - Nature …, 2023 - nature.com
Failure to recognize samples from the classes unseen during training is a major limitation of
artificial intelligence in the real-world implementation for recognition and classification of …

A vision transformer architecture for the automated segmentation of retinal lesions in spectral domain optical coherence tomography images

D Philippi, K Rothaus, M Castelli - Scientific Reports, 2023 - nature.com
Neovascular age-related macular degeneration (nAMD) is one of the major causes of
irreversible blindness and is characterized by accumulations of different lesions inside the …