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Changyeob Shin

2 accepted papers

2021

Semi-Automated Extraction of Lens Fragments Via a Surgical Robot Using Semantic Segmentation of OCT Images With Deep Learning - Experimental Results in Ex Vivo Animal Model

RA-L 2021

The overarching goal of this work is to demonstrate the feasibility of using optical coherence tomography (OCT) to guide a robotic system to extract lens fragments from <i>ex vivo</i> pig eyes. A convolutional neural network (CNN) was developed to semantically segment four intraocular structures (le

Cited by 9Source ↗Scholar ↗
2019

Autonomous Tissue Manipulation via Surgical Robot Using Learning Based Model Predictive Control

ICRA 2019poster

Tissue manipulation is a frequently used fundamental subtask of any surgical procedures, and in some cases it may require the involvement of a surgeon's assistant. The complex dynamics of soft tissue as an unstructured environment is one of the main challenges in any attempt to automate the manipula…

Cited by 143Source ↗Scholar ↗