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Surgical Procedure Understanding, Evaluation, and Interpretation: A Dictionary Factorization Approach
Download2022-01-01
Abed Soleymani, Xingyu Li, Mahdi Tavakoli
In this study, we present a novel machine learning-based technique to help surgical mentors assess surgical motion trajectories and corresponding surgical skills levels in surgical training programs. The proposed method is a variation of sparse coding and dictionary learning that is...
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2021-01-01
Abed Soleymani, Ali Akbar Sadat Asl, Mojtaba Yeganejou, Scott Dick, Mahdi Tavakoli, Xingyu Li
Quality and safety are critical elements in the performance of surgeries. Therefore, surgical trainees need to obtain the required degrees of expertise before operating on patients. Conventionally, a trainee’s performance is evaluated by qualitative methods that are time-consuming and prone...