MorphoCLIP: Text-Supervised Cell Painting Retrieval
Matches microscope images of treated cells to a plain-language description of the drug or gene behind the change. The DINOv3 and BioClinical ModernBERT encoders stay frozen and only small heads are trained, so one consumer GPU is enough. Tested on CPJUMP1 (51 plates, 3M+ images).















