Fig. 7. Conventional machine learning-based segmentation scheme of nerve ultrasonography.

Sliding window template-based classification is applied to generate candidate regions of interest. The nerve region is localized based on a confidence measure vote, and segmentation is applied to obtain nerve boundaries.