Comparative analysis of active learning methods in biomedical image classification with MedMNIST benchmark
Deep learning has achieved tremendous results in computer vision tasks, setting new benchmarks in domains such as medical imaging. However, such performance often requires extensive human-labeled data, thereby increasing costs with task complexity. Active learning mitigates labeling expenses by sele...
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| Principais autores: | , , , |
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| Formato: | Artigo |
| Idioma: | Inglês |
| Publicado em: |
Elsevier
2026-05-01
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| coleção: | Heliyon |
| Assuntos: | |
| Acesso em linha: | http://www.sciencedirect.com/science/article/pii/S2405844026004287 |
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