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ToolNet: Holistically-nested real-time segmentation of robotic surgical tools

ToolNet: Holistically-nested real-time segmentation of robotic surgical tools

Real-time tool segmentation from endoscopic videos is an essential part of many computer-assisted robotic surgical systems and of critical importance in robotic surgical data science. We propose two novel deep learning architectures for automatic segmentation of non-rigid surgical instruments. Both methods take advantage of automated deep-learning-based multi-scale feature extraction while …