A contextual detector of surgical tools in laparoscopic videos using deep learning.

The results show LapTool-Net outperformed state-of-the-art methods significantly, even while using fewer training samples and a shallower architecture. Our context-aware model does not require expert's domain-specific knowledge, and the simple architecture can potentially improve all existing methods.