interventions. To overcome problems such as specular reflection and motion blur, we
propose a novel method that takes advantage of the interdependency between localization
and segmentation of the surgical tool. In particular, we reformulate the 2D pose estimation
as a heatmap regression and thereby enable a robust, concurrent regression of both tasks
via deep learning. Throughout experimental results, we demonstrate that this modeling …