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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 9SourceScholar
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 143SourceScholar