PhD in Neuroscience. Biomedical Scientist Using high-throughput techniques to validate schizophrenia-associated candidate genes #bioimaging#rstats He/They
🔬🤖Excited to share our new preprint on robust virtual staining of key organelles! https://t.co/w8eBziTyMz
✨ 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