Efficient Frame Extraction: A Novel Approach Through Frame Similarity and Surgical Tool Tracking for Video Segmentation

HP Nguyen, SM Khairnar, SG Palacios… - arXiv preprint arXiv …, 2025 - arxiv.org
The interest in leveraging Artificial Intelligence (AI) for surgical procedures to automate
analysis has witnessed a significant surge in recent years. One of the primary tools for …

Machine Learning-Based Automated Assessment of Intracorporeal Suturing in Laparoscopic Fundoplication

SM Khairnar, HP Nguyen, A Desir, C Holcomb… - arXiv preprint arXiv …, 2024 - arxiv.org
Automated assessment of surgical skills using artificial intelligence (AI) provides trainees
with instantaneous feedback. After bimanual tool motions are captured, derived kinematic …