Title :
Psychomotor skills assessment in laparoscopic surgery using augmented reality scenarios
Author :
Lahanas, Vasileios ; Loukas, Constantinos ; Nikiteas, Nikolaos ; Dimitroulis, Dimitrios ; Georgiou, Evangelos
Author_Institution :
Med. Phys. Lab.-Simulation Center, Univ. of Athens, Athens, Greece
Abstract :
The aim of this paper was to investigate the potential role of augmented reality (AR) in the assessment of psychomotor skills in laparoscopic surgery. A basic AR task was developed using the ARToolkitPlus. The simulation models (virtual spheres) were embedded in a conventional laparoscopic box trainer. An ARToolkitPlus marker was attached to a laparoscopic instrument for extracting its trajectory. Two different groups were recruited to perform the task: novices and experts. Hidden Markov Models (HMMs) and Dynamic Time Warping (DTW) were used to evaluate the surgical maneuvers. The results show the strength of the proposed approach for proficiency assessment based on the quality of surgical maneuvers performed in the AR environment.
Keywords :
augmented reality; hidden Markov models; psychology; surgery; ARToolkitPlus; DTW; HMM; augmented reality scenarios; dynamic time warping; hidden Markov models; laparoscopic box trainer; laparoscopic instrument; laparoscopic surgery; psychomotor skills assessment; simulation models; surgical maneuvers; trajectory extraction; virtual spheres; Hidden Markov models; Instruments; Laparoscopes; Solid modeling; Surgery; Training; Trajectory; Augmented reality; Hidden Markov models; laparoscopy; medical simulation;
Conference_Titel :
Digital Signal Processing (DSP), 2011 17th International Conference on
Conference_Location :
Corfu
Print_ISBN :
978-1-4577-0273-0
DOI :
10.1109/ICDSP.2011.6004893