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 Survey on Incomplete Multi-label Learning: Recent Advances and Future Trends

X Li, J Liu, X Wang, S Chen - arXiv preprint arXiv:2406.06119, 2024 - arxiv.org
In reality, data often exhibit associations with multiple labels, making multi-label learning
(MLL) become a prominent research topic. The last two decades have witnessed the …

[HTML][HTML] Three-Stage Framework for Accurate Pediatric Chest X-ray Diagnosis Using Self-Supervision and Transfer Learning on Small Datasets

Y Zhang, J Kohne, E Wittrup, K Najarian - Diagnostics, 2024 - mdpi.com
Pediatric respiratory disease diagnosis and subsequent treatment require accurate and
interpretable analysis. A chest X-ray is the most cost-effective and rapid method for …