Enhanced deep learning framework for real-time instrument detection and tracking in laparoscopic surgery using advanced augmentation and tracking techniques.
Journal:
Surgical endoscopy
Published Date:
Jun 30, 2025
Abstract
BACKGROUND: Accurate tracking and enumeration of surgical instruments are critical for patient safety and operational efficiency in laparoscopic procedures. Advanced tracking systems enhance object detection by maintaining instrument identity despite rapid movements, overlaps, or occlusions, ensuring real-time precision and preventing misplacement.
