Label-free live cell analysis in transmitted light using cross-channel supervised deep learning.
Label-free transmitted-light (TL) imaging offers a non-invasive route to monitor live-cell responses in high-content screening, but robust segmentation and viability classification remain difficult because TL images have low intrinsic contrast, poorly defined cellular boundaries, and substantial morphological variabili...