Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International ConferenceMegakaryocytesHumansAlgorithmsSupervised Machine LearningCluster Analysis
ActiveSSF: An Active-Learning-Guided Self-Supervised Framework for Long-Tailed Megakaryocyte Classification.
Linghao Zhuang, Ying Zhang, Gege Yuan, Xingyue Zhao, Zhiping Jiang
Published: 202510.1109/EMBC58623.2025.11251550
Abstract
Precise classification of megakaryocytes is crucial for diagnosing myelodysplastic syndromes. Although self-supervised learning has shown promise in medical image analysis, its application to classifying megakaryocytes in stained slides faces three m…
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