Computer methods and programs in biomedicineApoptosisHumansDeep LearningMicroscopyImage Processing
CellApop: A knowledge-guided decoupled distillation framework for label-efficient apoptotic cell segmentation and dynamic analysis in brightfield microscopy.
Chi Dong, Xuan Xie, Shuai Yue, Wei Ba, Wanming Li, Guangzhu Zhang, Xinmeng Rong, Hua Ai, Jin Fang, Xiran Jiang
Published: 202610.1016/j.cmpb.2025.109156
Abstract
BACKGROUND AND OBJECTIVE: Conventional apoptosis detection methods primarily depend on fluorescence staining, which is labor-intensive, potentially cytotoxic, and unsuitable for real-time monitoring. To overcome these limitations, this study presents…
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