Foundation model cascades enable zero-shot microscopy image analysis for cell therapy manufacturing

Key Points

• Real-time process monitoring significantly boosts automation in cell therapy manufacturing, enhancing scalability.
• Using pre-trained foundation models in a complementary cascade leads to a generalizable solution for microscopy image analysis.
• Assessment of the method reveals its effectiveness in providing timely feedback for production processes across various applications.
• The findings highlight the implications of using advanced models for real-time feedback, which could streamline cell therapy manufacturing.

Abstract