Publications by authors named "Niyenth Iyengar"
Article Synopsis
- The study developed an AI model to automate the segmentation of laparoscopic cholecystectomy videos into phases, steps, and tasks using a standardized Hierarchical Task Analysis (HTA) method.
- A total of 160 videos were annotated and a 3D Convolutional Neural Network was used to train deep learning models, resulting in varying accuracies for phases (90%), steps (81%), and tasks (65%).
- The research concluded that HTA can effectively enhance surgical video analysis and train AI systems, demonstrating the potential for improved assessment tools in operative performance.
