Brian E. Howard

Systematic evaluation of deep learning design choices for image-based organ-on-chip quality assessment.

Label-free brightfield microscopy is widely used to monitor organ-on-chip (OOC) cultures, but manual quality assessment can be subjective, labor-intensive, and difficult to standardize across biological conditions. Using a public dataset of 3072 microscopy images from six cell lines, we systematically evaluated four qu...