Enabling Smart Video-guided Surgical Training
Enabling Smart Video-guided Surgical Training
⦿ Analysis of Surgical Datasets: Challenges and Implications of AI Integration
⦿ AI-driven Surgical Training: Action Evaluation and Skill Transfer
⦿ Surgical Video Understanding: Facilitating Video-guided Surgical Procedures
⦿ The integration of artificial intelligence (AI) in surgical practices stands as a frontier in medical technology, aiming to augment and optimize analytical and operational facets within the realm of surgery. This workshop delves into innovative methodologies designed to automate surgical training processes, assess surgical skills, analyze surgical procedures, and facilitate the transfer of surgical expertise. Emphasizing the foundational role of datasets, this workshop underscores the significance of dataset preparation while navigating the associated challenges. Moreover, it presents an overview of the predominant and most effective datasets within this domain.
⦿ Central to this workshop is the cutting-edge techniques rooted in deep learning and computer vision, tailored for automated assessment, skill analysis, and comprehensive video comprehension in surgical contexts. Leveraging the latest advancements in Action Recognition and Action Quality assessment models, these methodologies offer a robust framework for evaluation and analysis.
⦿ Addressing the imperative of confidence, transparency, and reliability in these sophisticated methodologies, the workshop outlines strategies to instill trust and credibility in these sensitive applications. Specifically, it introduces the ARAS comprehensive software dedicated to surgical skill analysis, highlighting its distinctive features and contributions.
⦿ Furthermore, the workshop explores the evolution of these applications in the spheres pertinent to intraoperative interventions, encompassing the detection, segmentation, and tracking of pivotal surgical components and procedural phases. Finally, it outlines progressive strategies aimed at infusing automation and intelligence into surgical training protocols, with a concerted effort towards leveraging AI to facilitate the transfer of surgical expertise effectively.