Deep learning recognises antibiotic modes of action from brightfield images

Short summary

A deep learning model accurately identifies antibiotic modes of action (MoAs) from unlabelled brightfield microscopy images of E. coli, achieving 100% MoA recognition with a model trained on just 644 images and identifying novel MoAs with AUC > 0.75 for 5 out of 6 tested.

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