03-02-2023. Congratulations to the Yu lab for their publication, Efficient end-to-end learning for cell segmentation with machine generated weak annotations. The article focuses on cell segmentation models trained with weak annotations that can be programmably or semi-programmably produced from experimental data. It provides an efficient means of performing single-cell segmentation for microscopy image analysis.