Automated Cell Lineage Reconstruction using Label-Free 4D Microscopy.

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.

SUBMITTER: Waliman M 

PROVIDER: S-EPMC10849476 | biostudies-literature | 2024 Jan

REPOSITORIES: biostudies-literature