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bioRxiv · 10.1101/2024.01.20.576449

Automated Cell Lineage Reconstruction using Label-Free 4D Microscopy

Waliman, M.·Johnson, R. L.·Natesan, G.·Tan, S.·Santella, A.·Hong, R. L.·Shah, P. K.
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Abstract

Here we describe embGAN, a deep learning pipeline that addresses the challenge of automated cell detection and tracking in label-free 3D time lapse imaging. embGAN requires no manual data annotation for training, learns robust detections that exhibits a high degree of scale invariance and generalizes well to images acquired in multiple labs on multiple instruments.

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Waliman, M., Johnson, R. L., Natesan, G., Tan, S., Santella, A., Hong, R. L., Shah, P. K.. 2024-01-22. Automated Cell Lineage Reconstruction using Label-Free 4D Microscopy. https://doi.org/10.1101/2024.01.20.576449

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