Iterative unsupervised domain adaptation for generalized cell detection from brightfield z-stacks.
Kaisa LiimatainenLauri KananenLeena LatonenPekka RuusuvuoriPublished in: BMC bioinformatics (2019)
With our method for generalized cell detection, we can train a model that accurately detects different cell lines from brightfield images. A new cell line can be introduced to the model without a single manual annotation, and after iterative domain adaptation the model is ready to detect these cells with high accuracy.