Feridun Mert Celebi, Keith Cheveralls, Seemay Chou, Tara Essock-Burns, and Galo Garcia III
KC
SC
TE
Published: Nov 17, 2023
We distilled label-free microscopy data by comparing and implementing feature-detection algorithms. Sobel and Laplacian methods outperformed pixel intensity variance in accuracy.
Prachee Avasthi, Feridun Mert Celebi, Keith Cheveralls, Seemay Chou, Ilya Kolb, and David Q. Matus
PA
KC
SC
AH
+5
Published: Dec 02, 2023
Machine learning is a powerful tool for classifying images in a time series, such as the developmental stages of embryos. We built a classifier using only bright-field microscopy images to infer nematode embryonic stages at high throughput.