CLANet: A comprehensive framework for cross-batch cell line identification using brightfield images

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Lei Tong, Adam Corrigan, Navin Rathna Kumar, Kerry Hallbrook, Jonathan Orme, Yinhai Wang, Huiyu Zhou

Published: 01 May 2024, Last Modified: 05 Nov 2025Medical Image AnalysisEveryoneRevisionsCC BY-SA 4.0
Abstract: Highlights•A pioneering work for cross-batch cell line identification with brightfield images.•Categorizing batch effects into three forms, offering tailored solutions for each.•Constructing a large-scale cell image dataset with 32 cell lines across 93 batches.•Accurate cell line identification even with single-batch training per class.