Adaptive transfer learning for surgical tool presence detection in laparoscopic videos through gradual freezing fine-tuning

Ana Davila, Jacinto Colan, Yasuhisa Hasegawa

Minimally invasive surgery can benefit significantly from automated surgical tool detection, enabling advanced analysis and assistance. However, the limited availability of annotat…