🔬🤖Excited to share our new preprint on robust virtual staining of key organelles! biorxiv.org/content/10.1101/… ✨ Virtual staining and segmentation of nuclei and cell membranes in phase images can significantly accelerate image-based screens and developmental studies. 🔍 Current virtual staining models often struggle with nuisance variations in label-free input and don't generalize well to new cell types. We’re releasing our training protocols that lead to robust models and enable few-shot generalization. 🔧 Stay tuned for our revamped codebase with weights and example data, coming soon! 👏🧫🐟 Huge shoutout to @ZW_Liu, @edyoshikun, my team @czbiohub (Soorya, Johanna, Christian, @TalonChandler, @ieivanov1), and the teams of @LeonettiManuel, Carolina Arias, and @Adrian_Jacobo for this fun collaboration! #VirtualStaining #DL #CellBiology #Zebrafish