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Nystagmus Recognition

Contributor

  • Junho Shin(me)
  • Hyunsuk Seong

My role in the team

  • Video Preprocessing
  • Responsible for code that converts many images into a video.
  • Responsible for Pupil Tracker
  • Vectorizing the continuous pupil center points.

Technical Stack

  • Python
  • Pyqt5
  • Tensorflow
  • Flask
  • OpenCV

Overview

  • There is a otolith in ear. This senses the movement of a person but If this otolith detached from semicircular canal, It is called Canalithiasis.
  • The way to diagnose this disease is to check nystagmus.
  • So we developed this software to try to sense nystagmus by AI.

System Architecture

image

Preview

default.mov

Feedback(reason I failed this project)

  • This project's AI accurcy is only 60%...
  • The resolution of nystagmus videos which were provided from hospital was lower than my phone camer's resolution.
  • lack of performance of school computer for deep learning.