Pier Cristoforo Giulianotti

Surgical Pretraining Improves Adapted Robotic Video Encoders

Continued V-JEPA-2.1 pretraining on approximately 2,650 hours of surgical video improves partially fine-tuned performance across six robotic-surgery task families.