A comprehensive survey on deep active learning in medical image analysis

H Wang, Q Jin, 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 …

A comprehensive survey on deep active learning and its applications in medical image analysis

H Wang, Q Jin, S Li, S Liu, M Wang, Z Song - arXiv preprint arXiv …, 2023 - arxiv.org
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 …

Active Learning

KC Santosh, S Nakarmi - Active Learning to Minimize the Possible Risk of …, 2023 - Springer
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Mentoring Deep Learning Models for Mass Screening With Limited Data

S Nakarmi - 2023 - search.proquest.com
Deep Learning (DL) has an extensively rich state-of-the-art literature in medical imaging
analysis. However, it requires large amount of data to begin training. This limits its usage in …