Probabilistic Principal Component Analysis and Particle Filtering for real-time retina detection from a single-fiber OCT

Posted on 02/06/2017 in Research

Gianni Borghesan, Mouloud Ourak, Eva Lankenau, Richard Neffin, Peter Koch, Hinnerk Schulz-Hildebrandt, Koen Willekens, Peter Stalmans, Dominiek Reynaerts, Emmanuel Vander Poorten: Probabilistic Principal Component Analysis and Particle Filtering for real-time retina detection from a single-fiber OCT. Proceedings of the 7th Joint Workshop on New Technologies for Computer/Robot Assisted Surgery, 2017.

Abstract

Vitreo-retinal surgery concerns a set of particularly demanding micro-surgical interventions that take place at the back of the eye. Examples of such procedures are retinal vein cannulation (where the surgeon aims to insert a needle in a vein of the size of human hairs) and epiretinal membrane peeling (where a detached membrane must be removed from the retina). As severe retinal damage can be caused by undesired collisions, good instrument to retina distance perception would be very useful. We propose to use an OCT-fiber instrumented tool, and purposefully designed algorithms to interpret the measurements and extract a reliable real-time distance estimate. This abstract describes the progress that was made and includes a test conducted with a robotic platform on a synthetic eye mockup.

    BibTeX (Download)

    @conference{Borghesan2017,
    title = {Probabilistic Principal Component Analysis and Particle Filtering for real-time retina detection from a single-fiber OCT},
    author = {Gianni Borghesan and Mouloud Ourak and Eva Lankenau and Richard Neffin and Peter Koch and Hinnerk Schulz-Hildebrandt and Koen Willekens and Peter Stalmans and Dominiek Reynaerts and Emmanuel Vander Poorten},
    year  = {2017},
    date = {2017-06-02},
    booktitle = {Proceedings of the 7th Joint Workshop on New Technologies for Computer/Robot Assisted Surgery},
    abstract = {Vitreo-retinal surgery concerns a set of particularly demanding micro-surgical interventions that take place at the back of the eye. Examples of such procedures are retinal vein cannulation (where the surgeon aims to insert a needle in a vein of the size of human hairs) and epiretinal membrane peeling (where a detached membrane must be removed from the retina). As severe retinal damage can be caused by undesired collisions, good instrument to retina distance perception would be very useful. We propose to use an OCT-fiber instrumented tool, and purposefully designed algorithms to interpret the measurements and extract a reliable real-time distance estimate. This abstract describes the progress that was made and includes a test conducted with a robotic platform on a synthetic eye mockup.},
    keywords = {Optical coherence tomography, vitroretinal surgery},
    pubstate = {published},
    tppubtype = {conference}
    }