Is AI essential? Examining the need for deep learning in image-activated sorting of <i>Saccharomyces cerevisiae</i>
Mika Hayashi, Shinsuke Ohnuki, Yating Tsai, Naoko Kondo, Yuqi Zhou, Hongqian Zhang, Natsumi Tiffany Ishii, Tianben Ding, Maik Herbig, Akihiro Isozaki, Yoshikazu Ohya, Keisuke Goda
Abstract
We experimentally justify the advantages of jumping on the deep learning trend for image-activated budding yeast sorting and validate its applicability towards morphology-based yeast mutant screening.
Topics & Concepts
Artificial intelligenceConvolutional neural networkSaccharomyces cerevisiaeSortingDeep learningComputer sciencePattern recognition (psychology)CategorizationFeature (linguistics)Machine learningComputational biologyBiologyYeastGeneticsPhilosophyLinguisticsProgramming languageCell Image Analysis TechniquesSingle-cell and spatial transcriptomicsGene expression and cancer classification