A comprehensive survey on deep active learning in medical image analysis

H Wang, Q **, S Li, S Liu, M Wang, Z Song - Medical Image Analysis, 2024 - Elsevier
Deep learning has achieved widespread success in medical image analysis, leading to an
increasing demand for large-scale expert-annotated medical image datasets. Yet, the high …

SBC-AL: Structure and Boundary Consistency-Based Active Learning for Medical Image Segmentation

T Zhou, J Yang, L Cui, N Zhang, S Chai - International Conference on …, 2024 - Springer
Deep learning-based (DL) models have shown superior representation capabilities in
medical image segmentation tasks. However, these representation powers require DL …