The Synavis framework provides a solution to overcome data scarcity for training deep learning biological image analysis models.
You can read this post online at https://botany.one/2024/04/harnessing-the-power-of-synthetic-data-for-deep-learning-image-analysis
You can read the original research at https://doi.org/10.1093/insilicoplants/diad022