The HeiChole benchmark provides a novel tool for the comparative evaluation and validation of machine learning algorithms in surgical workflow and skill analysis.
Surgical workflow and skill analysis are promising technologies to support the surgical team, but there is still room for improvement, as shown by our comparison of machine learning algorithms. This novel HeiChole benchmark can be used for comparable evaluation and validation of future work. In future studies, it is of utmost importance to create more open, high-quality datasets in order to allow the development of artificial intelligence and cognitive robotics in surgery.
Wagner et al. (Tue,) studied this question.
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